{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from osgeo import gdal\n",
    "import rasterio\n",
    "from rasterio.plot import show\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading the SRTM raster data by lat lon using elevation package\n",
    "Source: https://pypi.org/project/elevation/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install elevation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import elevation\n",
    "!eio selfcheck"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# specify the bounding box for the target area\n",
    "wa_bounds = (-124.733174, 45.543541, -116.915989, 49.002494)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set some variables for the SRTM dataset\n",
    "cache_dir='data/srtm_elevation'\n",
    "product='SRTM3'\n",
    "output='wa_%s_full.tif' % product;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'.data/srtm_elevation/SRTM3'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load in the data\n",
    "elevation.seed(bounds=wa_bounds, cache_dir=cache_dir, product=product, max_download_tiles=999)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! mv data/srtm_elevation /home/jovyan/data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n"
     ]
    }
   ],
   "source": [
    "# build a vrt file for faster loading\n",
    "!gdalbuildvrt /home/jovyan/data/srtm_elevation/SRTM3/cache/srtm.vrt /home/jovyan/data/srtm_elevation/SRTM3/cache/*.tif\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Driver: VRT/Virtual Raster\n",
      "Files: /home/jovyan/data/srtm_elevation/SRTM3/cache/srtm.vrt\n",
      "       /home/jovyan/data/srtm_elevation/SRTM3/cache/srtm_12_03.tif\n",
      "       /home/jovyan/data/srtm_elevation/SRTM3/cache/srtm_13_03.tif\n",
      "Size is 12001, 6001\n",
      "Coordinate System is:\n",
      "GEOGCS[\"WGS 84\",\n",
      "    DATUM[\"WGS_1984\",\n",
      "        SPHEROID[\"WGS 84\",6378137,298.257223563,\n",
      "            AUTHORITY[\"EPSG\",\"7030\"]],\n",
      "        AUTHORITY[\"EPSG\",\"6326\"]],\n",
      "    PRIMEM[\"Greenwich\",0],\n",
      "    UNIT[\"degree\",0.0174532925199433],\n",
      "    AUTHORITY[\"EPSG\",\"4326\"]]\n",
      "Origin = (-125.000416061317082,50.000417005657994)\n",
      "Pixel Size = (0.000833333333333,-0.000833333333333)\n",
      "Corner Coordinates:\n",
      "Upper Left  (-125.0004161,  50.0004170) (125d 0' 1.50\"W, 50d 0' 1.50\"N)\n",
      "Lower Left  (-125.0004161,  44.9995837) (125d 0' 1.50\"W, 44d59'58.50\"N)\n",
      "Upper Right (-114.9995827,  50.0004170) (114d59'58.50\"W, 50d 0' 1.50\"N)\n",
      "Lower Right (-114.9995827,  44.9995837) (114d59'58.50\"W, 44d59'58.50\"N)\n",
      "Center      (-119.9999994,  47.5000003) (120d 0' 0.00\"W, 47d30' 0.00\"N)\n",
      "Band 1 Block=128x128 Type=Int16, ColorInterp=Gray\n",
      "  NoData Value=-32768\n"
     ]
    }
   ],
   "source": [
    "! gdalinfo /home/jovyan/data/srtm_elevation/SRTM3/cache/srtm.vrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%bash\n",
    "# source /home/jovyan/.bash_profile  \n",
    "\n",
    "# dem_geoid --reverse-adjustment /home/jovyan/data/srtm_elevation/SRTM3/cache/srtm.vrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f5642a908>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DBSOMyMCYxs9kMsn+MZYJeJ+8HsKPJpNJHFev15O1uFqt4HK5ZG5WqxVqtRoURUEmk0E6nYbNZpN7n81msi9HoxGi0ajsi0AggEQigcFgAIfDgeFwiMViAY/HA6vVCpfLhaOjIwmEaKdms5kgMsFgEIqiIJ1Ow+/3o9frIZVKodlsIhwOi13jdVqtVhSLRSQSCUQiETx69Ajz+RzlclkCaaMTXiwW6PV6gowVi0WZz+l0KhnkZrPB+fm5lJaIRF1eXmI0GuHw8BChUAitVguj0QibzQatVgsOhwP5fB6pVAqlUgmxWAzD4RCj0Qhutxvz+Rzz+Ry6riOfz0uAyiCXtp3rm+gM7SGfsxGOZ9ksFApJMmOxWBAOhzGZTNBqtSSBG4/HAjmbzWaUSiVMp1P4/X6cn5+LrVFVVRIZ/gGASqUi1/Wp8QcdsK7r1wA++56fdwH8uz/0/n+pEYlEBNIE7jJiRjTABwzeWM8AIJALMyVd18UxE84Zj8eoVCpIJpMS6SSTSezt7cHlcsHlcuH58+eYzWZ4//49Xr9+jePjY4TDYeRyOXECwWAQt7e34mhmsxl+/etf48GDB9jb20O/38fe3h5GoxFmsxnG4zH8fr/AV4qiIJFI4OjoSD6zVquhVCpJFkCD22g0BNohzMYoVdd1lMtlXF1diVELBoOIRCI4OTmBw+HAgwcPxKhls1kJFOx2uziwzWaDRCIhi7DZbOLi4gIOhwO5XA7BYBCapsFut2O5XKLX6+H8/BwA4PP5EI1GBaoxmUyIxWJQVRUXFxeIx+PY39/H6ekpnj59itlshna7jVAohGw2i1arhcFggEgkIpvSZrOh0Wig0+kINNlut2G323F0dIRWqwVVVXF+fi7ZAeF5Rupmsxlut1uyVYfDITA8M0sGQfP5HMCHWs5sNoPP54Pdbt/KpAiJskTB2iAdrNEZMwtl7Z0/ZxbN+hLnlbV1lkoYfNHJ8990NsYaPGuzmqYJrE8DOpvNMBwOxdl7vV7Y7XYsFguMRiNxapqmod/vCzpjNDQ07gwclsulBAessdMY0ZjSkTNoYEAyHo8xn88lyGFwyRrgdDoFcAcf8p6NMPRqtcJqtYKqquLEWK8dDAbyM+Cuhs2SDwB0u10kk8mtEgJwZ7wJR04mEwmE+b5erwfgLsCIRCIIBoOCanW7XQQCAYFZp9Mput0u/H4/crkcer2e3KvNZkMgEMBwOMS3334r6+rg4EAg1U6ng2q1ikqlgvV6DY/HI4FgNBqF3W6XoMLr9UpWZrPZ4HQ6MR6P0Wg08OjRI4TDYSnPrddrHB0dIZPJ4OTkBOPxWNYMHdFqtUKxWEQgEEAgEEA6ncZyuUSr1cL+/j4uLy8xmUyQzWYlY+T+YImmVCohlUrBZrNhOp3CZDKh3W4jkUhgNBohl8sJmhEMBmE2m6X8QcTO5/MJzMvMmnwUIiW8du4xPkeWV4yZLOeGc+f1etHtdqXM4Ha74XK50Ov1YLFYkMvl0Ol00Gg0kEgkJNhRVRV+v198E/k5kUhEkJ9PjR9KwvqTj4/TeGbEsVhMonlOOCNPi8UCr9cLr9crhoNGmxvebrfj4cOHWC6XguMDQL1eBwA8efJE6s/NZhMAUCgU8Pnnn2O5XAqMQ0dPaPpv/uZvEAgE8Pz5c2iahnQ6LQZ5MpkI7NLpdLBarZDJZPD06VNYLBasVit88cUXuL6+lswVgNQKl8sl3G43LBYLYrGYQFfRaFQcusViwZMnT1AsFjGZTPD27VtMp1NBC1KpFL755hskEgnU63V0Oh3s7OxgMBig1Wqh3W5jMBhI7bLX66FarQKAQHXz+RyZTEYyLhr6SqUCt9uNTCYjUN7p6anUwB89eiTPyGazQVVVpNNp2eir1QqdTgcPHjzAdDpFNpuVbGS5XCKVSknWOplMkE6n0W634fF44HA4MJ/PJdv1eDyw2+2Yz+eYzWYCYRLyUlUV3W4X19fXkgGSa2AymeB2uwVtYWbjdDrFCTHzdDgccDgcYvjpfJilLRYL2O12ANgixRiJLoRd3W63ZK78XlVVBTKl02cmygCAhoaOhhkNIWfWi2l06AAGgwG63S7C4bC8j5An0QBjdB8IBGRt8H6MTssIi08mE1xdXcn+dTgcYoB57+PxWGpvZrN5y5kQXua9T6dTCVYYJPB66awZOLhcLqktsn7J5+R0OtFoNOBwOGQ9EyImJ4RzEQwGYbVaUalUBBZlMOx0OgUeX6/X6Ha7wl9gdsZ1/+DBA5yfn6PdbuPZs2eSqTUaDclqman5/X6USiUMh0MJrgn5Et7tdDowmUw4PDyUPdhut5FKpYQYxfpqs9nE3t6eZP2bzQaxWAzFYhGDwUBsibEEpaoqdF3H48eP0Ww2sbu7izdv3sBut8Pv92M6naLdbmN/fx+vXr2SYKLb7cp6stvtErh2Oh2B22k/bm9vsbu7i9FoBKvVKoESUY9qtYp8Po9+v4/1eo1wOIxGoyHlRT5zzpGRIMe1yYCQvAwmX6qqIhaLwW63C8LAtcDygtvtlmdMxCwajaJUKklJyWw2i7+Yz+d49OgRut2ufJ+R+Prx+DfjgI0QsHHQCPGPkZQBQEg2dGx0VNlsVuoWjHgY/RjHYDCAoiioVqtCPLFYLDg7O8OjR48kkmdteDAYYLFYIBwO48WLFxIBXV1dIRAIwOVyIRKJYDweI51Ow+PxQFEUnJ6eYr1e4/DwEMfHx3j58iVGoxEePnyIt2/fysYOhUKo1+sCL81mM6iqisViIRuP0AkX+9OnTyWwaDQa+Oabb/Db3/5WCEkvX77Ew4cPYbVaUSgUsFwuZfP7fD68e/dOIMxMJoOf/vSngkbU63W43W6Bui8vL9FoNMRBPHjwQGA0OhpuCi5qEjNY52Ymx2fI7IokklAoJEzQyWSCs7MzMTKED4fDIer1OsxmMyKRCCqVCsrlsgQw4XAY1WpVShWJRALz+RzL5RKxWEycIbNiRthEFAjD0Skx4yXBhO8jtEtyFzNXQmTz+Vx4CyxfMNvlhmegwqyQc8KAksbGCLmyxjkajeQ+jCxxRukkeI3HYxSLRXi9XqxWK4RCoa1siBkm4UPj4N4zwq90koT1jUENAEEFOB+qqkrpgs+expKBCOeDxpG/MzKgOadmsxnT6RTj8RgulwuDwUDIWJPJRAIt4K4OTvIg19xgMBDD6XQ64XK5YLVatwh7HCw9aJq2RVwitG42mxEMBrHZbJDJZDAajTCdThGJRGAymZBOpyX4e/fuHSaTCW5ubiTrX61W4nQAIJ1OC8Kmqiq+/vprJJNJycq4Hrjn6vU6UqkUcrkcVquVIBncS0Rh7Ha7QL8AxBmXy2WYzWb0+30cHBzg9vZWnrnT6cTJyQmAD+xih8OBSCQia4Z1fo/Hg0QigdlsBqfTiWQyiffv30vGnEwmcX19LTY0GAzi4OBAuij8fj9ub28RDAYlYXK73RiPx0KY83q9mEwmW2x2dlcwkTKZTLi4uMCzZ88wGo0QCAQkKFQURcoPgUBASksOhwNXV1dYLBYIBAIIhUJoNBpSdmDpjdA6r6Xdbst8ft/4N+OAPzWMBCvWc+iEmZERZmPky5qozWZDPp/HaDRCrVbb2sTGzzeyPrPZLH72s59huVyiVqvBbrcjmUxivV4LVPXixQvJaJgZl0olcfiEnDRNw/HxMW5vbyXKZ0Z9dHSE6+trzOdzRCIRjEYjibwBiJNdr9ew2WxIpVISgdN5MCoejUYIh8NYLBZCGLu9vcXl5SUGgwGOjo4QiUQwm80wGo3E0GYyGbhcLgQCAbx//x5OpxP7+/sYDAYCC9HpMOMka7BYLIqhOT4+RqFQwN///d/Lht/f34fJZML+/r5kfTSsuq6j1+shn89LFG/MqrvdLnw+HyqVitRho9EoPB4PvF4vrFYrEokEYrEY6vW6BD9PnjzBzc2NBFskcbG2HggEJHPj/BGuJDmLcCDhd9aTGBAwYyObF/jQqsDshbAtHaWiKBiPx+JkSSZkHXo2m8Hlcm2tS1VVtwhPxiyUztlI2GLAQ0Lcer0W5wwAoVBIyFtkkLK9xfiZ3zcYWPG6iQTQkRudFTNMIyxHVjSzBqIjzNaZZdCAEjVhQE1omPPH9/R6PYGLP86uVVWV7wmHw1tlAGY2hD/5OxI7gbt2O7KQGUSRqbxYLJDNZqFpGrLZLNbrNdrtNmKxmHQOsGQzHA6Fn8B1wPl+/PgxLBYLKpWKBC75fF6IjfF4XJKN1WqFV69eCRqTTqfhcrlwdXWFeDyOQqEgzF6Wv1ga8vl8UnYwIo0s3zidTnF0vV4PiURCngnrqKqqCkO63W4jl8uh1WpJcEnuhtPplOyWCCXX92QyEQJnrVYTpxoIBODxeGRfkcgVi8VQKpWg6zq63a4gXbTjxvYurjMGyn6/H41GA5PJBE+ePIGqqvB6vUKwdLlcWK1WAqHv7+8jk8ng9evXmEwmUgIlepBIJNBsNqWcxfX42Wef4a/+6q++d98A/wYdcCwW24rAjRlrNBoVqIEOmJElDR0ZzqSxWywWWajfN4bDoTjfXC6HnZ0dmM1muQ63241Wq4XZbIarqytYLBapLzBSI2Hj9evXUgMqFotSk725uRHm53w+x+XlJcLhsLQzzWYzqTew73axWAhTOhaL4fb2dsuI0om6XC6EQiGJ4AFgd3cXZrMZb9++xfn5OVqtFgqFgtR2A4GA1OG63S7G4zGCwSDS6TQACCmHkT2NFIOd169fw+v1YrFYoFwuC/wfCoXw5MkTBAIB3N7eotvtCnzPCJxOM51O482bNxLE7O/vw2az4fz8HIFAAOv1GsFgEBcXF9jb24Ou66hWq8I4LxaLSKVS6Pf7sFqtSCaTkm2R+UlInt8B3BnWfr+PzWYjG9/n8wkBiOxWOq9UKiVwqdPplHp+r9cT8gazI2ZlhF6BDz2RNGJGEpbD4RD0hoEAa/wcNJq6rkv2Rkfp8XikjgZAyDw09iR5kdhHY7terzEcDtHr9X6vr9U4yOA3wuIkQDmdzq06rJFtTGjcCMMvl0shyBApoNMlf4OfaURIWq2WOFwStACg0+kgGo3KHDILIcpBxxUMBhEIBKDrOobDIabTqUDRDJjIpCdyAEDqfaxDezwe2Xuz2UyYwCRDkWC1Xq+FyOj3+xGLxaT+zkybkHSz2USxWJRggLYMgJCjFEWRTguu4XQ6jel0iul0ilgsJqTFxWKBUqkEv9+PbDYrwT5bmogy8T6IhI1GI/h8PglCw+GwBLVcb41GQ7gmJpNJ9geDq5ubGylbhMNhJBIJfPXVVxiPx7Db7VKPDYVCkllbrVaxL71eb4vN3mq1JAnhniYPyLg3CAOTgc+gcHd3F8vlUtAxkuFYzjGbzWg0GshkMmi32zg9PUWhUBAujMfjQTwex2q1QqVSwdnZGVwul6zLw8NDIYb+q4GgX79+/Ud/BiECbgDj+Bg+No5wOIzlcombm5tPviYSiQhdn9kbnS8AIUbZbDaBQviebreLaDSKZrOJt2/f4vj4GOl0GldXV/B6vdjb24PT6RRHn8vlcHNzI8xrRr/Mzvb29uBwOKR30Gq1IhwO4/379xIxMssG7vql2Z86mUykRgJgi1RE48OfMxulsaKDWK/XGAwG8nlsKYhEIlvQHOs9rLUz4y2Xy6jX65jNZphOp1JvUVUVjx49EuP07bffYj6f4+DgQBz8crnE+/fv4XK5kM/npS8zHA4jGo3K9RmJLpFIBG63Wxy/z+fDeDyGyWRCIBCQGg03HVvGmDFfX1/D5XIhk8lIK4jNZsNkMkEoFJJ6KIlGinLXE0w2rsPhELY9gC0WJ4VWSMgim5MwHuFikmVIDqOjMooC0BHRIPM1rDuzxYoOEbhDS8jU5O9UVRVnYGSbc80zMzY6VmMdl99H40kUis+VmeTHtTj+HMBWYMDMnHPB1zGIYFbBYHa9XqNer0s2SAg7GAyKweUYDAZCTuK8GVu8Pka+VFUVMh1hXPbykwfC55DL5eByuaCqKqbTKRwOhxA3S6USwuEwLi8vkUwmMZlMYDabpRuBGgIU26CD9vl8uL6+Rq/Xw7Nnz3B5eSlzRK4D4W2/3y/ZNQlDvV5P2jbZTrRer5FMJqUHugzePAQAACAASURBVFarSX2ZdoMZLG0KyzkHBwfCm2B//3K5xMnJibTvZLNZlMvlLZIYodtUKiUBwWQyQS6Xw5s3bzAcDrG3t4e9vT28f/9eUKPNZiNs8UgkgkajIWUsZrisg/NanU6noGe8dgBbSBADQraAkqzGAETXdWGWl8tlTCYTqKoqCRMDUraTEqViT3M4HEYymRR4nN0Gn0KOgD9BBhyLxcR4/lNHOByWOkw0GpVN9Kn6sHF0u12EQiH5fyQSwWazQa/Xw+PHjyULWCwWePPmjbQV7e/vC5GDdYTBYCDCHNVqVRjFr1+/xsHBAXZ2dmCxWPDq1SvEYjFUq1XE43H57uvrawkEvF4vcrkcms0mnj9/jkgkIjDLeDxGvV4X2FTTNOm3ZKTqcrnQbrelJYQL0Gq1SqsD66ps0To/P4fX68VyuRQCBLM1blxFUZBKpURs5PT0FOFwGH6/H5PJBB6PRxiBhGK+/vpr2UAOhwPJZBKqqgrERhEPk8mEVCqFaDQK4I40x4yeNXJCUtVqFQcHB9JCk06nJWrnZvR6vZI9LRYLYUmTERsMBqVu7na7BfKeTCbwer2o1WrI5XJbvbnNZlMccbFYFBYmDVU0GpXsko6RddDFYiEkOfaT0+iz9koWMYkedrtdxB+MsCuArRonnyP7do1CFXR2hEbp8AaDAXRdl71ntVoFEmTmwPcTpgQgtS1C9X6/X9YhIXgSm9xuN6bTqWQcFJdgRsHv5TolGsGfEU5mQEsnzD5sPmsiBORA8PNYJrDb7Wi1WtLzTbIR+QxExobDIZxOp2RanU5HghRjOxiRGTLHbTabwMTM/B0OB3w+n/SoMwsaDodCUiLprV6vy/rxeDzChtY0DRcXF0gmk+j1erDZbEgkEtL6wu8ki59tNOPxeKu9KBQKoVKpQFVV5PN5ISQmk0k0Gg0JsK1Wq/TCEz2YzWZbPeIsQbD+G4/Ht6B5tgu5XC7Zy4PBAPl8XohOdMq0f/1+H3/7t38Lr9cr7YBkPvt8PjQaDUk0wuGwCA8xIXA6nQgGgyKCw8H1Q/vHQItBKn/G1r1arSZiSkSDmLQEAgEEg0EJ5q+urrBer6X2vdlsMBqNxJ8wKWNg2G63cXt7K5ydP7YP+F9scCMCkIs3TuIfGmTWeb3ercJ6MpkUuIoO4PscvPG7WMdLp9MCexllxLjQer0e3G63QMDz+Rz1eh2FQgGRSARerxd//dd/jXa7jXg8jmfPnonzm8/nODs7EyIIG+nT6TSOjo7EWNCRfvvtt6J+xc3r9XqRzWZF4YmZHI0uDRAzLWNmRTguGo2iUqkInMmWg729PVxeXooRsVqtuLm5QS6Xw8XFBVKpFAAIg3c0GuHs7ExgXjb4X11dweVyIR6PI5lMioIVe6rp3MrlMnq9Hk5OTvD+/XtUKhUhdjAyp2HPZrO4urqSVrFCoSBzOBgMoGka8vk8gLus9ptvvpFWAW7QfD6P8XgswgXhcFjECBip0vBeXV2Jc45EImLg6vW61LyossS5JUvaCLdRUIGCF8a+YNbbjJmhkbE8n8+ljMD9ws/gWufnM6pm8MTsnFk762GM2D0ej/Se03GSFU5in6Io8Hg8wsg1Qmdsg2OWTidPToLJZJI6HfcT0QE6U7Z+0dkba+CcCzptoywh2e8MFlhDXq/X8juPxwOPx7NVow0Gg5KhbzYb6YZgEE1mtM/nEzIgs38j850iOkS4OEKh0BZkT76F0+nEYDCAqqoiPhGJRNBsNsUg39zcYLFYIJfLoVqtikPjHPX7fQyHQ/T7fWFRAxBkp1gsIpvNigPsdDo4OTkRpnAwGBSyGR0IWcXsSzbC3lyDDHw5aHOo7OdwOCTg572TJa7rOg4ODgQNIalrtVrh5uZGgohcLoe9vT2p9dIBVyoVuFwuaXsjX4YkTWazbP2hY2aAulwutxwu7Tj3AYNWtj+xVMDgLv+dmAmh9uFwKH3vjx8/xvn5uQQw0+kUNzc3CIfDCIfDaLfbIuLC4Lzdbst6/NT40TNgOge2Z5Cu/0OH0bEyS2W0SmWS9XqNbDYL4I7B949dCzMvkpRKpRIymcwWyYJ1SvYCAndZW7VaRbFYhK7rePr0qTgxoxqXzWbD27dvJWNrt9t48eIFxuOxiEIwcDg8PJTWBdbmstmsGPh6vS6LGIAYhkwmIwaVSldc3P1+H7FYTAyY2+0WtSGr1Sr1JtYX2W9NRCAcDkPXdZyenkod9eLiQj6nXC7jJz/5CbrdLn76059KrVTTNLx9+xb578RIFosFptOpCKHM53Ocnp6Khqyqqri5uYHZbMZkMpEa1+7uLjKZzBYsPhqNsL+/j8lkgsvLS6zXazx69AiqquLy8hI7OzvS1kSnEY/HUSqVhEzTbDYls06n05L1zGYzXF5eIhqNIhwOC2GO184ImrVYo9oZWyXopBhssq2CBCAGRvV6HZlMRqAxZqxG1qSRwayqqhCQCFsySyHMzV5Y1ljZjsNgjhkPs1tm9JlMBre3t1v8BhJrgA9iGqzb0mmyd5ZMZQoVEOojs5j9oYQRafQVRUEkEkG9Xt8ypORnmM1mDIfDLclNDmPrFdmv/X4f0WhUnCodANsISXQkuZHBIh0gn/F4PJbyT6vVElidz5TtKV6vVzIdlhkYGKxWKwwGA8RiMXFStVoNLpdLet3L5bJ0U3BNUHEslUohnU5LKYcKcMPhEC6XCycnJyKBSlSOLGi2o43HY4xGI+EXkFfCti/29jMTZGDIBKTdbqNYLErdlllyoVBAMpkUKHuz2UgJiQQkY1vn3t4exuMxLi4u5Hq8Xi+Oj4+haRqur6+FIwBACHPdblf2CzkUdJjGNj86WCPxkWuV0DZZ8wBwenqKhw8fYjqdwul04vDwUOBsqmSRZc1kgB00ZJKTc8DsmUgNg2kibf9qMmAAUsujsfnnQNEcfG8kEpHonxNPckgqlRLFqo+HMZMxGkwAW5E2DcvOzo5keYyE4/E4stmsEHXIhiyXy6jVakJ8efv2LQDgwYMHUsMmOzqZTApkxkyL2sZfffWVQFfG+z04OBCZTF3XsbOzg7OzM3Q6HWE88joCgYAYG0ZwwF10G4/HcXNzg3fv3knPba1WEw1twp2ERefzOdLpNM7OztDv9/HkyRMR3FAUBbe3txIJk2jS6/WkxYWylpvNRuoqX375JS4uLnB8fAxFUbbIZoSx2Cricrnw5MkTdLtdDIdDMZJkLFssFnS7Xel/pgPl5mPtiJk40QpGz8FgEE+fPhU1tGw2i2azKVE1HSAJXHRSDLao48uWIRLWmCGwPcwonWcU4yCUzayWg2ITHwvNkD/AtUoBEkVRRHNYVVWRDuRn8ZoYWJIswoycTljXdaiqKv3tVKHivjAKDSiKImuBPbhs0zIKZtBx0jmTxMbXGmvtAIRtywCDSBpZ/gzuer2e9H2zxk3H5ff7AdwFQww0mKUPBgOZdxpzEsPo/Nvt9lai4HQ6RVyDfegul0sIUJwLtuQpioJgMCjoDImRZ2dneP/+/e9pimcyGTgcDhH2sVgs0rbocrmws7MjuurAnTrfxcWFOAiPx4Pr62uEQiGEw2G8efMGDx8+xGq1koyaJZ/d3V30ej3U6/Ut1SbWfan4RD2Ap0+fyn5jwE/eSSKRgN1ux83NzVZve6FQgNlsRigUQq/Xw/X1tcDyoVBInLexH5oBTaVSQSqVErWq6XQqga6qqlulI2NN32jPGRgZa9z1el1kail5nMvltnqzSYYjudDr9eL6+lqCde5JBt2apgnKxXY0Y9D48fhRHTCJK/8U2PmHDEoeRiIRAB+gLPblfcoJf5xNMxPmRucmJHxGUgFht3g8jlQqJZEms222lJRKJQDAzs4OvvjiCwSDQUSjUXHox8fHwm5lfWs8Hsu1kCBD5802huPjYwSDQQwGAySTSei6jqurK+zv74uzYt2Gxo21O0aTDAJY52I98+LiAhaLReTjaCSTySS+/fZbPHv2DNfX17LYyPru9/sYDAZIpVLSikPN61qtJkSN5XIpDMj9/X2USiURgvjyyy+Ry+UkwCGko2kaYrGYIAy8V26o6XSK29tbOBwOZLNZhEIhCfQmk4lIb3JcXFwgFotJRH9wcCBQtMPhQKfTwe7uLjRNw8nJCXRdF81dGmG2MtBxkrRHRS2Hw4FarSaZE+eXgcVgMBCoi2UT4EPkTiIR2dPD4VAIZbquy+EGbLmjw6dzZPTP+eM9zOdz1Go1ycgYjFHKlZkPSXPMhAk5Et50OBwCSQKQdhIy+el0jf3Duq5Lyw6zc/6cjpQlGe5jPmPC9nS8VqtVyIH9fh+9Xg/BYFAgXpKhyKkgbMk2MDKXmXEb1cOYUWuaJhrdXHvFYnHLZjDwYoschS+i0ahoOF9dXQkJk/fInnK/34/BYIDxeIzPPvtM2gGpOU5+C7XMybwlvyEUComedzqdxqtXr/DTn/4Ul5eXYvcYiAJ3ARvrxZ1OR/q9K5WK2FEAosLGTI4HtLCcpGmaBO/sFiDxcrPZoNFoSN81tQSIdnBvJBIJ7O7uwuVyoVwuSyDLFk0+e7fbjWazuaWsRtKgERUxIjMMyrl2+HsSGheLBer1OpLJJIAPnR1kUqfTaVxcXAiHYT6fC5pAfgMh/sPDQ1xdXYn6HwMGMuSN7YIfjx89A7ZYLFsEqH/J0el0pKWF0TE3E0W3PzU+zsSDweCWog8fjK7rKBQKYpw+Dih4ys9kMsEvf/lLgZ+SyaTA4zxFBLiL0kqlErxeLxKJBHRdR6vVElaysZ5BqBH4AIElk0mUSiUEg0E5iYQGnHUNimWwh481DMpQzudzXF9fC3zI4IHkMb/fL+pZv/nNb6Q2/Nlnn8FisQhRgnUTRVEwGAwQDAbRarVQrVbx/Plz+R6TyYQ/+7M/E7Wr09NTNJtNgaKur6/x4MEDHB0d4erqCqPRSGqMvV4Puq7jt7/9LY6OjsRB7ezsSOBDhjP7BY1kslKpJC0IdDYUkQ+FQmg2m0JQG41GQtQgzMpIl6dqEXmhYhizN4oo0Akx6iZCAkCgUGashOKNpCZN0wQapUgGny8JOTQqRsEZrluS64xEMUW501pmawxfQwERBgsUr2DZgyd+kSxGYXvWAgnJk9Pg8XhE5IaZrVFkhCiA2+3eCrZ4H8yGGHSwjsnMdrPZSEBElIfzSxibIjUsKTWbTUynUxwcHMh10LkThjVC5Gwt6fV6W9khAx4G6CQGkshJpjuJjzc3N7i4uIDJZBIpXEVRUCqVZD3xcBVCtKVSSUhBHo/n9xAUcgGMSlxutxvFYhF+vx/FYhHRaFROJOt0OlJn5uELZ2dn2Gw2sl45yO9wOp1SEmIwwu6E9fpOOIhrwG63i/zt4eGhHIjB4PvNmzcYjUYYjUbQdR31el2Y6xaLRYhx1MW+vb3FcDgUR2Z0oAxUAQhnAPjAjeHribQa0Q0+dwCiSEj4++HDh1JqOTg4ELLscrkUW6lpGkqlElwuF2KxmGTPz549Q7lclp9RovQfa+X7k9SAOSH/1PrvDxmMGJPJpJAKyPo8ODjAxcXFH/wM9rL5fD5ZcMwK2CZBVh+dbzqdRiwWE8cZiUTEqP785z/H7e2tGLrb21v4/X5xhqwfhkIhHB0d4R/+4R+kSd0IX7A+x4VARjQJNySJnJ6eSnbGJnKSRMhGZl2ZVHxmzzxpJJlMSj2J2qdsx+BGvr29FcGL09NT2Wxsju/1epjP5zg6OsJyuUS5XJYzllkLpFErFApbknzUjjX2jAYCAYnEWcP+7qxNUeNibW8wGMBk+iD7SeYjMxFN09BsNqX/ud1uo16vCwTLaJtqSZQNZavTx/23RqYvHRudCiE/Gk0AUp9kkEARCxoD48lEbIshW5qZFABhXPP/5Chw3ghnMxI3CnxwfVIGkG03hKJJSuLvAEjWREcfiUS2FK1YezSSrozQNmFmAFImIVRofD/JL3RWNKbcDyw3kbXMrJwGmopH5EDQqLO3kxkq5V7p2KLRqKhgmc13JxmxxknCUb/fF+gcAKrVqhBBCVtSVCSXy4kTHQ6H6HQ66HQ6aDab0lfM4zaNbX2NRkPq6DyshZwEHovIvRIKhSRAW6/XuLq6wqNHj+S0MpZFvk/rgEQ4MrlVVZXWS4pMcD+w/MFjSUnYYtDb6/XkUIqzszPE43EEAgFUq1Wxbbqu4+LiAgcHB2i1Wmg2m8LSB+66Dziv/Jswta7r0mpKCJwkVGN7GYMRI7eCJQxd138PTWEglcvl5N75+6dPn6JarYrgUK1Ww3J5d0whmd/RaBSff/65tEFRApcIIefw+8aPDkHTCbB9g+NTvb3/3EG2cDweFwF9j8eDX/ziF6hWqwIPf99gUBCPx0UEgMdNMbo2m80oFAq4ubmRI8ioj0ohckLN8/kcHo9HFhwZy+PxWDIu1mBoZG9ubhAMBvHmzRsAd5tsb28Pqqri9evXkv0OBgPJgpbLpQQGt7e3ACCtPOFwGNlsVo4AZDY+GAzw4MEDIfS8fftW+vPYupFIJGTD8T4Zqc5mM4GkWQ+l6DqPPzw5OcHOzo5owhrfy8yFtXJClrPZTMTWKdDBuspms5H2C0K8w+EQgUBA1H1Y36SRojAG530ymeCzzz6Dw3F3DCHZ1/y829tbgdbpxFOplGR9VFkiA5VZMNWDmOkRymPbEXDnhCgc7/F4pI+aNTmSYUjmIdmH2dpsNpO+dmZ8DCqYHTNrYNBnbJ1hzTISiQhj2mq1SrbBDIVQutVq3TJ8hN5I6KEzJKGF2TnrccxajSUdo5IXWe0Oh0OO2yPiwSyHUDthacKjuq5LRwUdmjFL4u88Hg8uLi6QSCSQSCQwmUwwGAywXq+lS4FBKfc4hSYYfHA/8Rl2u12ROmVbJBGg/f19XF9fY7PZIBKJ4OrqCplMRnqqb25uMJvNkMvlkM/nMRwOcXNzI0iU1fpBFnY+n4vwBFXeGHRx36qqKg4HAF6+fCmlLbfbLaetkWPCpIKaB2QlU1WOiQqDJUL6LF2QT7KzswOXy4Xb21vp9yeCQWWraDS6FVwdHh6iXq9jOp0ik8lgNpshkUhI50iv10OlUpH7BCB2eH9/X9p+qBBmzDAJXRuv3aipzuyXTHfyDM7OznB9fY0XL14IYdJms8kzNJlMIp5EZJWlNbaD8YAeIgWapuHy8nLr1LCPx4/ugHncG+EoQrisDyiK8o8KavxTB8lSJD04nU7EYjFxnn/ovZlMRth3jN4JIfLhsXZGw8Coh/BjMplEpVKRYwJfvXol1PpwOIxOpyPG9vT09HuzdGrMzudzPH78WFoyyMrl9TQaDSFAzWYzHB8fS1bDA71Z9yFBxUgScrlc6Ha7+Prrr5HNZuF0OsUZMaM0qsvwIAcaz263i1QqJa0hv/71r1EoFHB9fY14PC7vp3wg67Bs1WBWo2maZHWsv5jNZpTLZSH63NzcYDKZYGdnR8QHHj16hEajIYQSp9OJfr8vCESj0RAt63K5DK/Xi8PDQ9zc3Iia0bfffovnz59juVyi3++jXq/j4OBAnDkF2xm50xj2ej3RuaWTrdfrWK/XQpBilE4jS+c8HA6FPU+CCRmgFAVhzy/b2airTYEHZjNGVrKRyERxiel0imAwKKxOKhQZ22gIgfMoR2MWzGyQDp9kOd4T+2CNLUWsr1K0gggAsxOSpshHMELUNKp05szUWUagQWS9kP3EvV5P2k7ovNn7ygCHQV+n00EikUC5XJYedtb+yAsAPug+E1pmPZrIANudnE6nlDU4tywpsXuBDrdcLsPn86HVakmLIqU0E4kEHA6H1FSZ1bMNq1wuI5VKodFoIBKJSAbN+nI6nRaiWSqVkg4Aln+IXjCYSiaTaLVacg4vB+FbzsdwOJR92Gw20ev1EIlEpIvi+PgYjUYDpVIJnU5H7Kbb7Uaj0UA0GsWf//mfYzqdotPpIJvNotfr4erqCtlsVvpwGZgSleh2u/JMmfUzoKcN5jo2rn0AkvECH4iPDNaAuwDud7/7HWKxGJ4/f47VaoXRaCS2lMEpS03RaFROYeOhJoTUI5EI3r9/L8Ixnxo/ugM2KvQYIxBuELa+8OFTmuyPzY4JFVPaLJlM4he/+AVubm4Ew/++QYiXDsFmswlMQR3gXq8n7MVUKiV1SZJXGo0GgsEgXr58KaSD09NTOSOT2bpxHB8f4/379wDuII6dnR05P/Ty8lKylmQyKWzMy8tL7O7uYjqdIp/PY7FY4He/+53AWG63G/l8Xgx0s9mUFppyuSzR6unpqQiNn5+fbz0nNsvTuS+XSxwfH+Pq6gq//e1vYTabkc/nJRvY29vD2dkZfvKTn8hcGdsFTk9P4fP55ACFXq8nsKWRxfjNN9/I6UUk17BuxFYntkvwvGLCfDx2zefz4fj4WNrfjCfNcOPQKTNjrFQqODw8lGyl0+mgWCyKAWR7DFmxo9FIGMWs87F2aozmCTMb1xYDKsoZqqoq9U8aPxIMSSQiGjOfz7dq/4S0yfSnUhBrmmzlYFBBeJeOmzViwrmKosgeImRHwpXJZEKj0UA+nxfRDkL4xvobMzb2JBulJlmjZvbEP3TwrPGRfMNaMeF+QpjMYKl8xQMFGFgQmaGq0XQ6FTJWpVKBoijw+/0CyzIo4CBqRyesqqoQ/ki6omoY2dg82L7T6Qh8TXg3nU4LjwK4I8Mx82YZabFYCNyp63eSq1zPFPqJRqPQNE1qu9lsVjJIahXzXO98Pi8oUjQaRT6fF+SOPBm2NrI2vFwuhc+RzWaRyWRQq9WgaZocr7her9FsNpHP5wVh4LNlqefdu3dIpVIYjUYYj8dySlK9Xke5XEY4HJb2OGb33GPGPnzyFYhIGVXOCAEzCzXuAZYTOAgT8zUMupvNJtLpNEKhkBwneXl5Kb6EEpXsJyc3I5VK4auvvhKSItu/PjV+dAcMfKhPsUBO9nKr1dpSjAIgC5nGmwv5D41P1ZeNP9vf3xfm5KcIYXSuwAeKu91ulyjdmH3SoLB+RXlKZofxeFya4ieTiWw6Yx8g21+MvaCBQGDr5BrWHHO5HLrdrsBJhGWWyyX8fr8EAJTKXK/XeP/+PTKZDN6/f490Oi2sRJ5l/ODBAzE47969w2effYbNZiOnP9GIM3OgNrLNZsPPf/5zvHz5UrRzh8MhKpUKjo+PJZsgGWy1WskhF8woWafm6TUfO+Fer4fDw0Op2R4cHIhIPIUXeGoKmaHr9Z1kIRnAxvYW1lW//vprcQCNRgPPnj3DdDoV9ipwV+OnkyaKQ8fKcgq1yHnQg7GPvF6vCzGNSImiKJLZk9TDPcKMieULohUAxPnS6NDgMzM1m82CbBj3GmE1/p4SpZTWpAYyjS7XPcsoRvILiWY0PCQQGp0tkRcjjMk+SRK3iJ6wls7aLeuKPGqTTGl+5np9dxh7JBKRGilrsOyhZ2sSCVZms1l6aplRM8PmeyhNysBhMBiI9KLREQOQTJ6IBTMgIklUUuLhIWQ4cw2RGGaxWIRFfHl5iWq1iqOjI1Eu63Q6W07J6XSiVqvJ6VE8bIVKc7QXJFWSB0Dd+kKhgJ2dHSmJMNAjIsmzoo17T1VV7O3tyfyw7ZJiQhTmIavY6XRiuVxif39fNA/MZjMePnwoa5RoFxETh8Mh4iaUxQ0Gg1sH0TBhAO7KjI1GA7FYTNY5W+/otFkTJvpEdvt0OpUAj+uMGfJkMpFgjAz7arWKXC4nPeO7u7ti19kzTPtrPGmNyo2fGj+qAzaZTNJ3yBoBb5owACHjWCyG1WolDpNC4z/E+QIQUhMNjJFJx6ibn8XP/niQjGXMvgkfsU9WURRhREejUdnci8VC+ks3m42QQOjAOeLxOI6Pj4WhSaKYER5nywFrbAcHB/jmm29wenoqG1nTNDmH8vLyErlcTs7N7ff7+OKLL+BwONBqtfDNN9/g8PBQnLndbpdNSxYjcFc3IzuZdWmSO548eYKvv/4aqVQKqVRKTm/KZDL41a9+hd3dXen15IlRo9FITjWiQAIAvHr1SrIYttfYbDY52ovBCOuSnG8K3rO2dnt7KzKI4/EY19fXYmS50VqtlkBc7XZbMn+yVKnVS1iMpYT1ei09obxGQqEul0tgKR5jRoYys1ayUSnXSLUcZq8AhDVLsgtrpdzEzNTJoqcTZs2VGbeiKFJrZaYNQH5OONxisUikruu6wKsMenkAOr/XOJgdsj+c12iEq1mT5b3R8DK7nc/nCAaD6PV6ckoQGbo+nw8ej2er3Y01/Ha7LaUeCmEMBgOBovkeZuD9fl+eVaVSkdYY9hdT8IHCPuzUAD4gcGazWcoUmqaJbgD5LKPRCJPJRMRH1uu1kAN5wg5Vq/x+/5aGODP53d1dLBYLXFxcCHyZTqcFcZjP59LmxH7m6+trAHeZHAV2gsGgcF8ajYbUgJPJJBaLBUajkdgqBpFEVqhjzUyaw2QyCaxL9MNms6FQKIjy2f7+vhDHyuWyZKfBYBDFYlHOX3Y6ncKh4P9JyDPCxiSbkSfDHn7aBiIIrVYLfr9fMk0iQ1z/wPaxteQXsOzBLJtZsqqqqNVqgkwyYAUgHSCUCz06OpJ743GnRL3od4yBzMfjR3XAVqtVBLSp28osTVXVrez2Y33nH6L3/PFgxgxADA3bLIyT8qnPpvM3ZsiMuOiU6IRJTiAZyeFwCATCReD1epFKpVAul4UNqyiKOL16vY5QKPR79elKpYLnz5+jUCjIucQ0+IFAADc3NxKtp9NpuN1uvHv3DovFAul0WhbTbDaTgxeur69hNptxeHiIWq0mZ1+ykX5nZwfn5+cCtx8dHcFqteLk5ESa8gOBANxuN371q1/hwYMH2N3dxdnZmdyT2+2Ww8J5UhQl5iwWC3Z3d9FsNnFzc4P9/X3ZsBTRACBQIyFI1saSyaTMLRW0gDuSTLFYlCPYGo2GaOAyYiWURSlC1niMDH2r1SpnprKnmhyCq7lUrAAAIABJREFU1WolMCBF9pfLu9N8mHWzFYgtLA6HA4eHh5KVUbqULSx0woRcCQ9ms1k0Gg0xPHTYhKoJrTILJ6OXPzMeaG9sz+Ce4M/I0KaCER0MHbCRgUxmNo/4I2mMtU7C23xeJL+QS8HOBD6TRCKBarUKt9u9RZThNdAwMnNhKwszer6O/bjM4plZk/PQ7/dFL3mxWEhWRjKWscWLWut0WBQeoZ0ikY+1daJdVqtVOAusm1LGlSINPJHIGDCwdk3mN3kMLGWxz5xZ3Wq1kt5gZsTMIIkikjdAR8zDGPidbBvjmrLZbKIkFgqFRHgD+MDD2NnZkQMvePjKzs4OVqsVisUi8vk8isWiBGhEusgbodQn1wp79hOJBFqtlihK8QAV/p9lNE3T0Gq1hJNDrgCTIvbyMril4zW2EUYiEWHEU5qUAh3GNcADL8idabfboodus9mEFc0OG+5to942xTg+NX50CNpsNiOTyYgyEiErY/8mN7rJZPrBGe+nBt//Mcs6FAr9YDj7Y3j6HwsGWIthTyeJNg7H3Skxo9FIiDcARCmG30GSyseDbTSEXzweD0qlEjweD6LRKFRVlciT7EcGCm63G3/3d3+HZ8+eSdbCFiJCMewZ5LFbzWZTDsgGgFqthuPjYzGIxWJR+iw///xzvH79Gre3t8hms0I6W61Wkt3s7e2JAZnNZohGozg5OcFgMMDx8bFkwISefT4fgA/KOJwbGv2rqyuEw2GR1KtUKnJqC6PP5XK5JSHKOaexVhRFsmhmUzwn1OPxyIEbDHi4yelcCoWCPEOjDClbcEiYCoVCkj14PB7pNeUxdTQawAe2J8U6OMdGJIhMYJK/SMYyEqLofIz9kHRsRrEN1nnZjub1emWf+P1+BINBAHfHcrZaLcksSJAx1tr4ncbaLbNQQrjhcFhQL2bc1DBn9k/Rf65zkhyN2tqEIjebjbDR+RxYhyX6BECcODNJBs+ssRJVoLHkOnK73dLPzpoxCUI8uYoBCv+mbCnnlGQvioywD9/n80k5YzQaCSpAiUMGhrx/GnTCpZwDv98vEDoPqeCpYeRisK7MOeEJQ3SmFxcX2NnZgc1mE3GNjwc5GrwfIiU8opWESrY6Op1OIbWx0yEQCKBcLst9Mfhg4NFut9Fut2U9ABDnSzSL64TwPrsgjOuKjtdIRAQ+sLljsZisUTLXGZBS84G+KRAIiMZAsViUmjzr8lTnMplM2NnZEc172qF/NRnwfD4XUfyDgwMAdwIYjL6YMRDG5WZkHeSPGR+TuP6lRUA4yOBmRsyHyTogMy5C7h9fy8diIQwcaJBubm62mHskFBlJZoSCw+EwTk9PBQZkOwkdEaE0Sldyw1Mj1kgO4/MheYQnCcXjcSQSCbx69QqapkkN22w248WLF0L2KBaLmE6niMfjAiuz/uvxeFCpVKTGQ8P4fZEjG+IJvzKyJ4lmNpshnU6jVCoJVMaAxGazyYlOZHqyJYv3HQqFpNXp/Pwcu7u70qpBo8M6Mo0+ma7csDQudEZkUPIZ0kGSSGcUjjEyfz0ej0CiJL5xLVSrVRQKBcnijcQ1Iksk+xCpoGQemZmEDhkUUViEn0XjQ9UuZvp0aoT0jHU5OnTeC+vJ/H4jqYqGkpmHzWYT1i+RAToWZiVct8beYHYQUIOagYtRYITOtV6vi40hrGgUIeF7CKV+DM+zdYv7j3VoQsCr1UoU2FjvJUpCUSAeasJgk6zi+XwuZQ7u5X6/Lz3wwB0EynXENiJC/uyN57GmDDqz2axkgGRQs77carWEqEaUijr6fr9fMnfO+/X1NbLZrKhyMcseDoeSTVJ9bLVaIZFIoNvtikiSyWRCLpfDu3fv0O/3hRBLJ7xe351uxjO5Q6GQZL5kXNMOsPRCTkQ4HBbEBrgL2NkVwL1JgRObzYbZbCbHq3LOuL7piBn8KIqylXhRipanVy2XS2mL2t/fl7OcyXn41PhRHfB6vcb5+Tmi0ajQ1DudjrBgqQzEbJiMTrYV/LFO+MccHxPA4vG4wLm6rgvz+uPXpdNpodGzpYDvIdzU6XTEmeXzeXQ6HWw2G4E2udEZfRrFGZxOp7Q5EepmFsg+SEaTxkw8l8tJFH5xcSGtEsViEdVqFXt7e9KS9PjxY4FsFEWR6NXv98t7GTBQs5aiI6yPz2azLSIajaaqqhgOh4jFYpJpkMHZ7XZxcHAgtUXO0evXr4X05PV6xWEXi0U5bu/w8FD6mantzbkzKlAxUrdYLNJXSjIU21uYoTYaDSHssR+VdUJG7kbiFO+dMDsPyaBoCx0zEZN2uy3ENkJu/D05B/l8Xu4duDNc7Gmn0+PBInRgRvUnkp6MWum8VzKa6XxZ1zeuGzo2ogwMvoiGsA+Z65uOgu9hrZHZHK+HQQ8zWho5lob4cwDCJSHBjxkPAy+e9+z1emG32xGJRMTZ0yHz2MLhcCjkqUwmIyxoAHJIAgDRLmZAQFY2yYvHx8eydm9vb7euNxqNIhaLoVwuixMKBoPShsjMn7rP7A3udDoIBAJSMuOxnCQIcf9arXeHsDDzZzJEVjMPgmDLktEBE1mjlCZFhNgtQpIhRWgYGFCspN1uS7uVy+WCzWaT3vzRaCTJhKZpwj5mkmYMFtn+RUY92/ZYC2a5K5FISAJHpGU4HAqBbj6fCxmTGTlRSWNXAmFs4AOZ+OzsDJeXl3j8+DEajYYQ2Ei45Yl2/2ocMGGaSqUCTdNwfHws5AyeAnJwcLAVwbO5G4DA06Sk/1saRnJZq9X6vYCCjeikrhuz4s8//1wOvCYxZTAYyB9d14XsQJEECnoQ9opGo3j8+LEYbTrSg4MDWCwWqW8sl3dH+9GQAJDTgMLhsLQndbtdbDYbFAoFdDodvHv3TgRI2DJDwQNCN1QnI4HB4bgTm49Go1IrWS6XCIfDko0RhqJB7PV60ubAlqWbmxtBAr766isRaOexipRgNJlM+PLLL/H27VupoVssFhHU39vbw3K5lHnZ39+H1+uVPkajDKiiKNJDy1oUs2C2QbBtythSw6yQKIYxmyS7nO/fbDbCIGdtkWUcMmpnsxnOz89FNpDtcJvN3ek0lDhkVsW+W+PgHLNeSMfPHmoyuumIVFUVuBO4Cy6NJ87ws/hdVO/iumDLFQAhmrGGbVSYIvRnzNw4b4PBAIqiiE2gspXFYpFMjAGT0+mUzyApy2q1otfrSV3f2IrWbrel751QMyHf9Xotp5gBH1SoQqGQnN1LhTrC1cZMlkEAJQ2JRDBADQaDUhOnDWDZxWKxiINhvX65XKJUKgmhaLlcSk9xIBCAoiiCiBmFWjRNk3IG9yydRqVSkdLZxyjUZDLB6enpFueBB8lQ8tV4TnY4HBb9bNayyZK3WCxotVrST83EiwxoHmjPeisTCbZWAXf6/+xwYA2W64+dI3SydNZEL+h02erH9UBECcAW2kiRFyNKpeu6nB9PXkyv10Ov1xPxoX81Dphjs9mgVquJJutmsxGW7MnJiYiME883StqR2BCLxWRC2JLwb2EQxmDvYLfblcOoB4MBotHoFtSxs7MjNSNCQhRnGI1GuLy8FKJQuVwWYhBJClTYKhQK0HVdDAzrk9fX1wL70anSwAGQw8SPj4/x8uVLMcKscX355ZdYLBYIBoNikKkQwwMSgDsS19nZmfQTGiNsbrRCoYB6vb61Eck251mvk8kEX3/9tUTErH+azWZhuDJavb6+3uIdGFtnhsMhnjx5IiIXVMNiTbNYLIpjMJvN0qZBmUtK8hlFJ9hbzIPGx+Ox1P+ZPbBNhbVeZtbM+mgIyVQFIExjCrswgOKfo6MjITJWq1UJFhqNBp48eSL7h0xlHotIiUs6N94XpfZINGLdn9k6r4mtRp1OB7quIx6Py3zxuRG+I5RL4RK2DLGFhEGJy+WSrI4OlOUDOng6EBKXjIIZNNiVSkW6G5ixsh7LZ8zMms+IxntnZ0c+l8+XrGZ2HBhJaTxX3GazCdzK88YJLXPd0aExeATunHi5XBZn3el0MBwOxUnqui4KdCR8kQ3NMgXVsKioFQgE5Gxx8jEICZPjwD5p8gmY5VssFpRKJcm+CVFzOBwO7O3tCQmOxDSTySTHiJIDweyYQSCzaZ/PJ0E/EStm27QxAEQIho6SDhCABEd05AxoeXa1kVsRj8fR7XYlkCeCxtKVsZ2SnA3gQ3BKOwN86Jnn97HNkz3dAGR/ZTKZf9Qf/OgOmAYSgBzTF4/H5TCC/5+8N4ltPM+z/B4XbZREiuIirlojtGTkEpmVmV1AdwO+1MmDAfrgg2HPZQ5zmYMBY+ybfTN89fhkDAzbB58H7b413IfuBrob6KzKioxd+0Jxp0hRKyVx8YH5+epHpiIqqrsqO93zBwIZqZAo8r98l/d9730xIN/a2tLU1JQZpIPlS7IAy2v5/X572FzCCVXNT/UgYbl64lKpNFBMXF5emjYNgwf38wOZ0H0B0x0eHur8/FyFQsE2c7B6i26KLo0KE/tKoLCVlRWDG4+Pj61DqdVq5lWL+QjnGctPBOoYgFxfX9v2mLGxMVtCLsn26FLpHx0d2SiCitJ9IBKJhG3rmZyc1O7urnU/gUBAa2trVs2/ffvWpEHz8/MGbY+Pj+vly5dmd8jcLhgMan5+3jbEZDIZLS8vG8xfrVYtOGA6QZWL/hMUA+cpujDINQRirDQJOpKs8yK5uN0zHaAkS24kSghnWFQ2m01dXFxof39f6XTaZoh0nEDv5XLZOidQj9vbW+3v72tsbEyL35vu7+/va3JyUqOjoyqVSmq321YEUYxxHVmZx71Nt8COXpI9CZwCPJ/PG8s8m80aCkLCg9yIbpYiBlcjGMcYh3A+SdgwZumyuSclmTUmBCICOK/PvJzzz9YySFB4OtO1FwoF+Xw+g4LdglDSQCwDGqWDK5fLttubohCugDsSuLm5McQC3gzxgfsJzsbMzIxOTk70+vVrLS4umpyLYo45OvdxPB7X48ePlc/ndXd3N8BNqdVqJr/kOriGHRBQSaT8HjzkITfSpfIZSJxwO7jeIBj4q3O+4FrQsDBOoahCIkgMgY9DMQAJtVQqmTwvGAxaXoFYxWdzeTvMlLmPUGMQX2mQ3mdDKf0TLWNwEySQNNUWFH/mbuz6nZ2dNbagy4aE6clrS7JkzWDedSL5KSbk91lvvmvuDTuVG8E9KpWK2u222TvC8CNJEbCYdZRKJTPq4ICqj3Ulsg0C1MzMjJaWlsyOcpjVjTaWuVksFrPZEPOwVCplM+lms6m9vT3TgvJAEkBxpsKPmbmQux4umUxaIVYul7WwsGAyi2q1qr//+7/XL37xCxUKBY2MjCiTyZjO+/Ly0jSfaHbj8bh5SJNsSQbYqRLUIRRBuHK9mSmwKGyQqaGzBZql48V0gSCLUQeuVAQRWNler9cgdfyv0XZvbW1pcnJS1WpVS0tLNmagIwVi4/qurKyYiQuBl2vbbDY1NTVl6yKZ6eLvDvuYREYwh+xENwsMzbyQZzmZTBoUzHXh/NHpAAXzusDEcEWApjnXBFKuRafTUSQSse6L8wmaRncIlMxWJ1ffCbMWrTcdNoUY91A6nVatVrPvh9Djkk6xVcTGtV6v2xJ4ul1+B7tpue6Li4vGM7i7u1O1WjVdNARDyJWsyEulUjZzpYC9vb3VycmJEomEpD4pbXt7W3/+539ucQIkQJIREoGhIbnxh7EFHWImkzEUa2trS5eXl3r27JnZ6MIohgFOYwJS42rgGQPBSudeYnzjcgXwVSeRw5dgNzSfhy4fmJt7Gpa3+6xwT3Ev8V9m/dzr2J+ii3/X8aPLkIYTMNAc1aLUh7f4AySHLhatG7tsXZ2XW5VI9x6gfL3X6xkxgi0p/xB98T/1QfIdht0fcv/yer2qVCoD5AiYfsxZhmeC0v0clznT5eWl2Qeurq5aRQ7kNvwaMGfZjVqtVo1sQ1BieQKG7PwOCib0qIwjgNB3dnaM5CH1bTu9Xq/m5uZUrVa1sLBgBJCPP/5Yu7u7RjD627/9Wz19+tSWWMTjcQWDwQEI8OrqSplMRmNjY8YEZ9Ybj8dthgjBCNgQr1tmWlTcPNRYQPr9fjPp4KFGnkSwxrZSui8seVY4j8zNuM486LA/Jdkc96OPPjJtM0UpP3N8fKyzszNtbGwY3Ag0SBBnbs85d7sK5GEkajSfrj4YQhUzORQCvA8gZq49wYzzg/uZdG+MwL8BndP5VioVm+VVKhVjIUPAwrEKuZgkm8lyLl2jFHeUwniAa0yHQxFAccusls/F76EIATXgupMkmC/ix00HlkgkrAjrdDr2bEC68/v9ymQyph/f29vT5uamlpaWtLq6akUWz36n0zG0kQ4fJI3imq+/ePHCGOTuAUmMuTX3KlwW2NmMXZitFwoFs9Y9OTmxnd2tVn+TWSKRMPcs2NEUFpKsu6bgiUajNtZgoxlMeljhrVbLzjdyMSRVkKxAhyjeiJGw9t2DZw1Im2e0VCpZ8p6cnNSXX36pV69e6V3Hj5qAmWExA3MTI9UEhCK6NuYRmUzGOrHLy0ul02l1Oh3D9XkdNxnzMLtMUypqaPjZbHaAyfhTPCB8MOsGSiYRE2y9Xq/NYiTZQ8zaQ0g8nBeXZczP003DnHQ9eIPBoGk0EdXTwVFJAwlhxpFMJgfYidVq1ZYesLiBYor3g0yCrg7N7OjoqF6/fj2AaDx58sQCYSQSsS4DIX8+n1cikbDPhaEGHSGmAalUSi9evDCGJsEP+Uk6nZbH49HBwYEWFxetS2V9Gx0zMyBJ1i0T6NGfAilivchnZzcvTlXSPeMYez4CLgmGIgm4j66hXq9bEqOLh8zF8oBGo6FqtWoJ0B0XcA+5sDQzb0lGTmO0MTIyYvcpbFuKEFfXz/3nEoKYf7uELVAT6V4bzXuHqU3cACKkK6PbPD8/N4tIYg9w58jIiBWmEOei0ajByiAiW1tb5mnO3Bs4HfY59oQkUDTGaP55TSQ9OHodHx/b+j2QFOa9vV5/tzbdGKoJ4t/U1JRxLaampmyVINeFjplz4V7LQCBgc1n4BaVSSQsLC7bjfHR0VG/fvpXX69XS0pJtLYPUyMHOXzTW9Xpds7OzOj09NdMKkj8NFYUTUjGMcfi9oCIYfXBPSrLiifvC3ZNMAYUTHf4I3N8ej8fyBR01YxH4GKBcnU7HrhWNI0gJv4ekO3xwf0jSy5cvBxzFho8fvQPmYXQToiSDrLgJXXs+PEwhXgWDQeuAmAe6vrzuHw5+l9t5M/vkpqEg+KkRuoYTLLNBlwjCTQIcIt2vTnOt1NxEN3y454sbkPOIHIOtI5JsacDt7a0xo5m18XMUPMxF2+22rTWrVCp69uzZgEZWkrnwbG9vW/CQ+sEHeJDPhaPQ0dGRWXOenZ0pk8nYTla6gkKhYIQNrO3ozBqNhrLZrEZGRvTtt99qampKiUTCOueRkRE9f/7cij6/328dAAkaIwoKF3cm1+12jYnpumOhCQe+piMBiofRjCzH1dISVJi70sWBXpBwvV6vXr16pU8++cR+pztX29/ftyQC8uQGaII4MDWEGQhbLACB7DMyMmKohXRvW+l2651Ox2bgPp/PSDRobtEwu50MXUwgEDBCFN0OjmA3NzcDUhTuW64HDFcKo1wuZyMREjHXe29vT8fHx1pZWTECEFpqvOCxhaTLA9bkeoVCIcViMZPKIN/hmtFdFQoFI6FRRJCY4VoA9cOx4H3CiD48PDT9PAxsZDDj4+M2nyaxw8c4Pz/X4uKi8SxYarKysmLFNvcE8i/QiIuLC21ubprcDtMYiHjn5+fm5wCpMRaLKZ/Pm5FGOp02/sfMzIyR2JC5Ef+QyiEXg0jXbvd3WkMmhONB7IBICFIAp2JpaclQV8ZI5J52u61Hjx4ZiuLK3DhoJEFdXQkfJLSHVAfu8aMmYETeGGVL9wu6Dw4ONDs7a7MV4GOq/pmZGZVKJS0tLZlXKVXP3NycRkZGTCd6d3dnBvLDTiQkA054JBLRkydPbPH39fW1WbkReH6X6xH/IQcwOVpSOgnpPvFK9wshCBT8O52pe7yrenO/TpdCBesmfm5Ikmy1Wh0wU2k2m1b0MDceHR3V/Py8wWqlUslWUbq/t1armakBB/IX146PQE6niYyjUCjYGkmkEMwcIXg9evTI4CICWK1WszVpQOLfffedrWpjf6nrF8ucG1MRCEboFV0zCDzQT05OLIhD0gImA5rGQIN7kHNOwrm7u7OVgfw8B/rYZDIpj8ej2dlZbW9v66/+6q+UzWZNEwqrHii8XC4bqtLr9cxkHhOJQCBg5i1AqpCY1tfXhVGLu6aP5AQhze0Qpf7ziMyr1WqZDSH7l+lUGFuguZZk+6WBfxuNhjF7eZ65rhRGsJH9/r6PMAgIvu3Mtek0x8bGjI/C9jLuOdysmNVTFHF/I+NBuYAxB4iOm3zdxQl0dBQudNM8j65EiMQNE7larapQKNjqwng8bnpbPNxBABj7QRrz+/0GJQcCAesgb29vtbe3Z5yNfD5vignpPgmDIEDYS6fTmpqaUj6fNx7Fzc2NJicnVS6XValUrCAFgXj9+rVtKBsfH7drBykOIyeIdDiMcW7gDFEIEoPgT7DoBZIWMcRdeEKxB7eFQhrio6QBZYBLEJbuUYGRkZEfNBfDx4+agIHJCDw83FLf6EG635jCm3Y3e1xcXGhra0vJZFJzc3O2gg5fYwI2sAwn3jX0gEHnDubd2bRL6ALW/qkcVFrsHnXfG/M26X72Pfze3RvBJRW4x/DPuGxzuj3pnnGIfhHmJYgC80luzna7rbW1NSP24AnL73C7b66NewA78V4mJib0xRdfaHJyUtvb25qbm1Oj0VAymTSnrHg8rqOjI5sV0alDSAHqK5VKlnBCoZCurq4Mavz88891cXGhV69emcHIzs6OzbAp1qis+cyca0hodHylUsm6Cs4jMBmzWQopEoCkAS0z15uxDfMvF8Jn5h+JRAzRQZeMgcnm5ubAeykUCioUCrZg/vXr1wqHw4rH4yoWi1Y4c3+RaAqFgqR7uZQkg5K5b+nC3JkvbFmu+dTUlKrVqs2/S6WSJWMCNYGPoFgqlWyBAPCrK4diPEUn6PX2fbaBR6X7VXuYwVSrVR0fH6vVahk7PhQKGXkP61OIinSrXHs+F4UOJK3r62vlcjkbGSDBozBjHzaJAyIe15iijJECumQKSZQSXDNQEYhNo6N9H3bXkGR0dNRMghh9gAbiN9BqtZRKpSwBeb1eraysWOEgyQoK4kI4HB5ATkhWrVZLuVzOEjySn9vbW21ublq8AfVh2xUMezY10WGy2CKZTNq1ZpTCnJjrBHzM/TU2NjbgWU2c4TmiyAQWJx+41weZHfclc2uprzMG4XnX8aND0MwfCERUWWxAwf6NeRCVi7uZpVAoqFarmfbuo48+sqqv0WjYsnuMx+/u7oyYAjzJNg2XeEFXTMImwAH7unaW6Bd/zNkxRQICe+k+IbkateHESiHC37nBqereV2QQMAms3MhIalxhv7tgQpJVozBT37x5o2az+RuLGncWPfx1j8ejx48f65NPPtHMzIxevHihiYkJJRIJQ0Wurq7Mc5btVblczvSdJycnev78udbX1xUOhy1ZsNy8Xq/befb5+r7TQG+Li4u24UbSwH1KN4rHLyQl/IxhEaO3ZOk5RC4KVKz3OJ/M25lD1+t169rRcHa7XYOLmSdiOgCU9+mnn1rA83q9ZuAABD8zM6Pj42Oz6Uyn0yZTcz2ShwNKq9UyJyDmfLxvtysEzWKWBrkPEgxr8YDGPR6PCoXCD2BHXrPb7SoUChlhh/cHw3lsrL+Ivl6vm6SRogZdsNfrVTgctnMXiURULBZtzhqLxTQ2NmYkITr4cDisbrdvh3p9fW3yF37/zMyMrUmsVqu2HvHm5sakZtfX1+YDkEwmrSPm+YApXywWDUaFFESip3lAt+sSTRnX0T0ijYFvgKyHQpqkh4teNps1dADimM/nM495pGTEUD4noxLQSOID+mZkcJFIxFay1ut1W5TBqAvHOchmkgxN4Q/nHoiez0e8x/BodnbWvtfVqpN84bLQOePyRaIlPzzUtLhfQ9KFGQmSrXcdP3oCRqjN0gKpH+Snp6d1cHBglRYV7dXVlVXYkUjElkyfn58bwUaS0d950G9vb60KIjCjhWR+BaxKAIOchcgdWIN5mjS4Gcnn85m7U6fzj/er/tBz+K7/Jxm7/0bi5OEkoVK1Db+OO0vmNZHcPPReuNG63a5JcHgtVyL0rsMtgjiGky+dHwsS0um07u7utLm5qUwmo2g0qunpadvDeXV1ZTDY+Pi4jo6OtLKyoru7Ox0dHemTTz7R/v6+3rx5oy+//NICDZ1zpVLRxMSE9vf3VavVTAcMK1aSuXUdHh6aVSDQFZ8BqKzVaqler2tubs7GIxQ/QJuS7BwDibnPB0xt6f4ehMCFvSXnitcmaFAoIeXB3AFTjnw+r88++8xkYEDOBHqfz6dUKmWMed4nRR3v1bU8hUFNcci8no4KRySeLZIvshK/328yF2B8kh9dB6iDS7IEypfuiYTMJpmXUsh3Oh3z/aaQ4fxxHiBJkZCB9ynCiCter1cHBwdaWFiwIhXCHfPniYkJ81gHGfF6veaFDFQtye6Tu7s72zk7OztrMY2Ok/fs8fRNL46Pj42nAUOZYufm5kb5fF7ZbNZ+N450EB5vb29tPtvtds3NDjtPxiwUEpDPOICOm83mAF+ERE1XWalUBljtcB2q1artKAeNIKECuzebTRuVRKNRK8oYL05PT2tyctKQp7OzM+vqgZR5nygXyuWyoVCgDhCBYUODwDBPhrAlyZo9nl+KaorQd8a/d/7L7+FgxsNDiei6Wq0aFHVzc2PGEYjxcX4CtoHmLsk6F2ZbOzs7RoUHdqQiAeN3KyWpf/KAn4AQ6GBc0oYkI2y5emIM0emUobj/mMdw8uX+PKFUAAAgAElEQVRrBGK3Y3ZnqwRHF9p0qfUuc5UkTkDH8EEahL0f6l7dLt093scQ5HVxAHL3+F5fX9tS8YODA5XLZYVCIXP/SqfTNi8LBoM6PDzU2tqaPv/8c+uWPB6P/vqv/1qPHj0ym08KMAxM1tfX5fP59PXXX+vk5MT8cuPxuKrVqjHz2SdLgA4Gg9bxjo6OWtFIl0Siobt07fjobCGKUeG7Jg8uUxTI8/Dw0MgwsHhZZp5MJs1dqdfrGy0QINBDz8zMDMx8Ye8yp4UQRdHqWg5yT7jkR54vJDyuoQrdHKQxN0ACXV5dXVknLN1vneJ5ZqyE3IV5sQspkmzpliWZhIwER8CGrAhvgK4NeQyLTNhf++TJE42MjFhRcH19rf39fdOMM4/m+jHqoEtqtVo2wuAaAq/DeqdToxsHJYGE6sqhuJeIPX5/35YT2PrTTz9VOp22a4RTl9/vt/WYPp9vQLL47bffKhAIGES/vb1thSOJffhAkeD1elUoFEz/SyH5+PFjFYtFJRIJiyE4hsXjcdVqNcsT/MGvHr089pG4m1Ggoz8uFovmmw9jHoIajGzgZkZHFH29Xk+pVMqUGtPT06bzRnNNbGL8QOwjzpH88XB/1/Gje0FzQKpiEI8RNySUXq+n7e1teb1egxMwJEfmQvVPAGEzDlUSMDMn+OLiQslk0gTaL168MIcWzD+4mC5ky4VxvagjkYjNY4c7X+QYv+sD+dFv+trw4c5wXaia5ErgfIhVzTHcWdGBAHk/BM2giYUNOjIyopcvXz74Ht2bGMtEiCTLy8tWJKDRZa/vd999p8nJSdVqNXNQwlPa7+8br+dyOa2vrxvsGo1G9fTpU5VKJVsZR8ewt7dnSQrYMRKJaHd3194XyUKSdUCQr5BFcH4ho/n9fpPEoLeMxWKq1WqWULgW7XbbjPY5v0DYzWbTjOwpLtmXGggEzNSeYAq0t/i9+9Hd3Z1Bj7gWwSKlE5H6XSzyv0ajYd0t3SfdEgUFjGRUDHQ7sFLpMim4IGQxI0SSwn2Iw5fbQQNnMgt0n006da4n0jhmsMDXFA90YkimiDnn5+fGUQmHwyoWi+p2+yYLEJq49pgsALliNgNRC3QnGo0auYtzQ5dPUoYo1Wg0jCnNfBjVRy6XUzAYNMgc1APd8cnJiTk6LX6/hAOS2BdffKFqtWp6adjGPLeBQMDIgZ1Ox2RsnU5H6XRaq6urKpVKWltbs8Ky1Wrp+fPnP7CqxB+ArUnNZlOpVMpQz7GxMWWzWTv3IyMjSiaT5pTF/SHJjFJgdsdiMYXDYWuiWBkJQZAZOpAzLHWXbzQyMmJFJhpmCuvr62tTVjBy4H1TJLjaaRdlJI5RXLlOju86fnQS1uvXr626ZBZ2cXGhSqWiWCxmUiIYnLg5seKJ1r7dbiufz2tmZkYHBwfGxtzZ2bFqFCiPGcL19bVevnw5ECBhDBOIqCiprqlIXaaxCw265hd4Ow9//fd5uI5YDx3DidHtlOlUhis0kq8LnbifnyTM+XvocN2CpH6h8C7TE34fSySYMVOdHhwc2F5WSbZlhHVuwEoUQ3AJcHGC/EQHfXt7axtv2u22SdnW19d1eHhoiy92d3dNN8j2JxalT09Pa3l52cgh7XZb8/PzqtVqZs7PPMnVqZ+fn9v2L2ZqdLyYzFBYupuhgI0xPWGJAH/HiSoWi1n3gUKgVCrp6OjINkHxM6BOwKXMPmFX1+t188nlfmb7UbVatesLnO3OMbk/3PsEKJPZJT/L8wr6wgJ7ki8L3d31jSQwoESedxYn8Pkhb7GFCHIRRTMIA4mAZwbokCDKyIp4BeqFdzIQOMxyuAFwDJC2UGASuLvdri1qYRSH1I7OFwg+FovZSI5iEA9nxmaSrImBsASbGE0rnTHrJYm57M4GLp6amrLvZUMRHSFGLRDK3DjAtd7a2rLnn/cbj8d1cnIyICVFYcDrkiwZJ9ZqNSOpsU+ae8ltLEAzUMOQcEEx6WgTiYRdMyBquCx+v9+KW9CoXq9nvhO3t7fmQc2zLd2PYygW+f3c4+86ftQEPDo6qq+++krFYlGnp6c6OztTPB43lyuC4vT0tOr1ujKZjB4/fqxCoaBnz56Z1R4Bgkq22+1aJek62iwtLdmMAnyfuRmbgxqNhj207jDevbAuPOt2gAzzOSBpoSUmIf8uDzreD+l8H3LKkgYTLol1eE7hdsBud8r38vkJpAS9YRY5875hGZTUN2RPpVI6Pj62OQ6OPMg2IDcx83evh+shfnl5qaOjI3388ccaGxvTzs6O/uiP/kgH3696g3n91VdfKZ/Pa3d31+A/dLHdblfr6+s2dwKZabVatiEqmUyanpWEdHl5aTIjOhnmqXQ9aAmz2ayRgKjuz87OzBCAeRVwOsEcTSVbs0CFIC1VKpUBtyRX14vt59XVlWq1mhFwIDey9nJhYcE2H21tbZmcY7izl2SB0n1upD6yxXuamJiwIARsSXAf5iEwZ3VlOC4ECX8EUwa6faBETDZAHbgfSUB8P2YULPrAaQ1YmqInnU6rXC6r2+0aeavb7dr3c5/CK6F7ZY5LAGYeenV1pbOzM0M0IEgxQoDxDMlUki1MAALHOIT5P9IneAYgBkigotGoQbagMIwKiFvz8/Om0Wer0fX1tRH+xsfHValUjEBHEjs4OLCOE4jWHScBc1MAn5ycGFI5MTFh3JqzszMjLkIUQ3ZFgQ1kj8lPJBIxQtv09LTNrzEekWS8Hu471y1sf39f09PTRqQD2mYsys8T8+h+3fEQBZ77ed3mhteBSPmu44MTsMfj8Un6paR8r9f7Fx6P5zNJ/5ukKUkHkv6rXq939r7XuLu70+HhoaLRqGZmZoyJKMkSK1/3er3GjE4mk6bvZKZAVU0VODo6qnK5rLOzM6vO7u7utLy8rN3dXbuAaLNyuZzdQHd3dwPSJXdu5P4BUnKTjNQvHNAhSveJD1bl7yMJ/zZfl2QuTe4sdjgASoPQ9PDX3zXHJQlL97Ngkszw99MtxWIxgwuBKkOhkLlY4YJzenpqrjKZTMZm/5eXl9ra2rLKeH5+Xh6PR/l8Xl9++aVCoZCR9BKJhL799lvlcjk9e/bM4MDb21vFYjGDs3w+n7a2tjQ7O2uBDxtNAoEkC7rAfiTLqakpMyNJp9NqNBrGMIZEAj+BgC3JtIlIm3joub/RkmLrBxkFUhFzONf7l+4qEAjYPI3zy7PlrrbLZrPK5/PWFRBcLi4uNDMzo7dv3xppKRaLGYkKJimwJe+p1+vp7OzMCDsk0WFzDL/fb50YhRWs3F6vZ8RKupm9vT2baWKewfOKrJD3SKd5c3OjZrM5MLeEW0IRCcmI78FrnPfkWkei60ZaRnJFagT3hNns2dmZqTSAxnFFw2cZEhhFA3NONL4UhdVq1UYri4uLhsD0ej2DqyWZh3QqlbLCp9Fo2Ovid0DiAJL2+/tbvUi4IC7lclkjI/39u9ls1tjiS0tLKpVKA42PdD+6oyMEqQDZotiiEWJHM2gBIyh3vEOz5cpKKVDpaGHWk4CJ54x5cKFDDUFSZQkI9zI5Ae90Nye4HBlGI9zbbmGJbOxdKKH023XA/42kN5KC3////y7p3/V6vb/yeDz/WtJ/J+l/eN8LwJotl8tWgdNNAMWVy2WNjo4qm81qdnZWhUJBBwcHBvUAXQDnzM/Pa2try3Y5rq6uWvdydXWl7e1tbWxsqFQqqVqt2tCfAEeQ4sbjZEoyIgLvbxi+JYi/K8ECuRLEf9cH0hEYkO873NkvNwgdjZtshzXELlzPDe1C1/y8m5yBAh86MFpoNptmQRkIBJTJZJTJZFQoFHR6eqpMJqPFxUVtb28rl8tpbW1twDc3EoloYWFBzWZTm5ub2tjYUDgcNl3qz372Mz179kztdlvlctkempubG62srGhubk67u7tG1mOOg3WmJD19+lR7e3vyer0ql8sGR4PEEJSLxaIVZ5FIxKQTgUBAtVrNnLHo6huNhi0XofPHKpK5GwGImdjExITtQsZnW5IVtMlk0r4nGo0aQQf2L5AoyATrFYHp6R6urq7MDUrquw8hGVxbW7MANzo6qoWFBZXLZbMSvLy8tO057siAeS/PG126y6YmKQFBU9BA6puYmDAWN6v+6EoxygBKxsgEAplb6LdaLTWbzYEOrVgs2n2cyWRM6jI5OWkwMOsV6d64LjwHkHcYoUgytjvSIVjE8Bjq9bqdC64NcQnvA2b1yCtdMunbt28HtKzcw5FIRCMjI6pWq7q6urKZdjwet3kmnAJIdczESVIuwsXMGJida7m+vq5er7+GstPpe0sPO0URD5jVw2wn8VH8VCoVFQoF7e3tmdY6FAopm83q5OTEYi3wL4YmFEica3gRoG+Tk5PGcuY68B4huqGG4bOhnqC4PTk50fn5ub3nbrdrnIJ2u23PvktA5bO7z9JDxwclYI/Hk5H0n0v6nyT9t99/eU3SX3//9/9X0p/rNyRgkhbz2Ovra7169UqxWMwqmPn5+QGWKLDQ2dmZotGoisWiffB0Oq3T01MtLCzI7/cbGYcH9+bmRo8ePVKhULBKr1KpWDdDBQqp5/z8XNls1qq98/NzYyZyoSEDSFKxWLSb2k2wLkFL6uvjfl9JmPP2m2bOD/1ugjiJl4dO+mHHC2zmslw5hpP1u46FhQVVq1XTxoF4ZDIZTU9Pq1AoKJvN6vDw0LqHxcVF+Xz9FXIvX740yGl6elqff/65SqWSLQh//PixSRhevHihx48fWwWMVvfjjz/W4eGhjo6OFIlETD+ZyWQ0Pt7fiYwchvklqwjZMDQ/P28z6Gg0quXlZZVKJXMKOj09VaVSUSgUMh9q5pgEdoIfCQIInMTEOcY8g6SGw1W1WjVvbhjFQJgXFxeWgAOBgGZnZ+112SQEOQx7wbGxMR0eHhrRiN3K4+PjFvAKhcIAL4LEyv+7THlJxrAlONElEMiBIymOgJddYhC+ADCJOY84qNFpADNDigLN4llFE0zx7R4Q6U5PT3VwcGCz/mE5F+56aEQTiYRBvwRizgkF6OzsrDUDJO6pqSljKtfrdSsm8BUfHx9XPp+3eWQqlRqwX338+LEhA3StHo/H5rGQF2OxmJlpBINBI+HxxzWsyOVy1k03m00b77lJBSiYe4Y4DTrjSgrdMYN7gDSxmS0YDFqnnUqlbFRDEeF2zGxGwwAHFIRCFiie0Q3vGy13u91WtVq1eXSv1zNbT4pWPhPPI9eNc+l6S7iN2jBS6JKxfhcypP9F0n8vadr52ktJ/1LS/yPpv5CUfegHPR7Pv5H0b6T+vOHNmzd2sguFgj755BPrBjBMYFgPWYRg1+l0bGYMzINjzfz8vC2nh63X6XSUz+eNzo/U6Pb2VqlUym48/IyBAjG6Zw0Y743kQyKam5t7J7FoOElVq9Xfy/YlRObvc1t514Gkyu1kh4lVD7GnHzrc73EPYCbgM+leWrS4uGhGBchERkdH9ejRI4OvSBrYR5bLZYP/6vW6PvroI6XTae3s7NiuU1d7SDLzer2anZ3V8+fP9cd//Mf2kNbrdS0sLGh1ddW2o9RqNZtf0pXxWUZGRhSLxbS/v2/SN0mmT8/lckauwgMY1yUY/MMJiQ4IuI0ACRGLyhyDDYxG8JwluFCYAMHRNbgFFggGzwSFULlcViaTMdQHYtP5+bmxqUmc7rWFgUtChjSFLSRwP7A59xPsVbojzgdwJTNugjr6XbdYh1Gby+VM6cAMutVq2eyc98prMAKBHU1HCHOWAC31u/OTkxNVKhWbZTKvJ/kxT+aZp7Mn6dORgULw90ajYXt5gWS5v0hUwWBQHo/H4qHLe2H2SfJHqkSC4OcptE9PT+0ZBOp1yajIc1xZ4uzsrBqNhulhmSuzVQrXO7gPcAE4uL7c19y/sMNJ0qFQyKRzxWLRSJPobfl8eJSjbyb5uSiA1+s19jfXIxKJqFaraXJy0ngN09P9dEbhMzs7ayYuoB2QvUAIaCDfZYnL8+GqaR7iv3D8xgTs8Xj+haRKr9f7lcfj+c+cf/rXkv5Xj8fzP0r6M0kPOk73er3/IOk/SNKXX37Zu7m50dLSkrrdrhYWFuxCs6fR6+2vz6P1Z75LR8kcy+fz2eq6R48e6ebmRuvr69rZ2VGv1zMobGVlRV6vV4eHh9Y17e7umiPW4uKiwSKtVssgLDSOaPlc5jPBZmJiwpa8u1IkIExcWDgqlYoxbH+Xx2+rOWbLTLVaHehw3zerkH5I3nK75OF/oyqngKGDDIfDNs8BJmMOeXt7q6OjI0sSsDIJ4M1mU48ePdLOzo6+/vpr7e3t2cN6c3Ojr776Sr/85S8Vi8Vsa9Px8bHi8bjJiU5PT/Xy5UulUiktLCxoeXlZFxcXdp2Y53c6HRUKBXvwKFQuLi50dnamWCym7e1tPX361EgqwNKXl5fKZrNGmgH+RBIBMQtDBgIU1TUEHWDXqakpmzdeX1+bhaYL7dJdwW6mCOCzMGuU7gkmjC6azaZ1HECTHMwlG42GVldXDdqDiYw+EqtEAiJByXXGcsc3kCFdWRIz9na7bZJE5B6YY7ibcDDH4JxBamPmR6LiXLHGLhKJqNlsmlHG9PS0bfAhwcD0Bubm3uCc0pFDhKJop2Pj593PJPVjA+cJNykK+/HxcUOJ/H6/wa+QtGgiIEMdHx/bjJsihvk5JCA+m1vMUZRREHz33XeKx+NaWFiwIgjpUD6fVzgctnhIAQN6FQgEFI1GbRmHC81TiJB0nz17ZqYjhULBLCmJB9K9ax8MbumeqY4O3YXLQUSYvYPQkOD39/fN3RBUk/hye3s7oBfm33B/u729NTWHO8OGIc215/5wCxfuc1CEdx2e9/3j9w/N/yzpX0lqSxpXfwb8H3u93n/tfM+qpP+71+t9/b7X+vLLL3uHh4cGFwM5Hx0dSeongVQqZZR5BO8M4VOplKS+RyxBvdfra3KBeiA8sAQaAgY+xBBzJiYmdHBwYN0UbFbeGzMobla6AggcEAAgkNA5fegRi8VstvhjHlTD70qmH3I8xKJ2/85NS4U5NjamSqWiYDBo3sdUtVJ/7oqcLB6PGwLCTLPT6RjzkW0+QPrMY+kER0f7q9tOT08ViUS0vLyser0uv9+vzc1NtVotLS8vm+czpgPRaFSHh4dWbEHuYinD8+fPrcOQ+oH0iy++sITj8/mMsxCPx1UulxWJRBQMBi3Bj4+P23tEFgQs6PF4jPXp9/sN1UDjCDQIQQf3K2BixivpdNoYtRRUQNETExNGPOH3VKtVu/50EdPT08rn83rx4oV1TOl02uRaMJtBhW5vb02Hze9DwoJ8CHgYaQkkGYh6JEnOfSwW0+TkpBXZLhOZ38nv571Ho1Gbk3a7XSMuuRIgOnEscCGWMRNHztPr9WyfNSQjkgPnz4XfXS0oCVqSzY/D4fAAmcqFdnG4wgsa5z7uFxAjTB2Q1dXrdWNY07HjEU3RKvXVII1Gw8hEU1NTCgQCKhQKGh8f19bWlhKJhBYWFqyIwFkQ/T4LVui8R0dHVSgUbOxB04IEaFgbzHvDGAdpHvN/unU+E3NgNqOdn58bORP7TkkmWWLeXyqVjIgGXwN04ebmxopVkARgcPy+GQfR0aMrfuheRyXgGnO46hG+9u233+rs7OzB4PobE/DAN/c74H/3PQs63uv1Kh6Pxyvp/5L0l71e7/9438/7/f4etn+hUEjlctk+BNR+HlqIOlT2BMNYLGYJmJbflcV8/z4tSXCxkZAAHVI9kdyB3BCZczMBaUQiESsaSJy4zgChclM91JECDT2UpNPptFqt1u+cLf0hh7uG0T2GO9x3HcNJGzgokUiYaxUPq0viYg5PoIlEIiYLuL6+VjabNW9l7hHg0qmpKRWLRXm9Xi0sLAwQQ6LRqN6+fWusb2azLFCAxAGjNRqN6vz8XNvb29Zp1mo106XSufDwra2tKRgManNzU1999ZX5jt/d3RkrmofWlSCk02kVi0WDI0ulkiYnJzU3N2f3Pfcfs2SkQRSBEKQ8Ho9pQnn/dLnMrOgUmIVOTEzYYgFm8K70CyYoM+ROp2OfZWtrS1I/sa6vr5vbGOY2nKNGo2HJE4ILs2FmgjgO8R5dJjIktEAgYJArXuJuZwH5ECSs2WyqXq8rFovZrBMmM3ECMhIdOeQcOiY6Vdy0KLApCpijEowhftGVcb5dv2o+J6gENrx0sBRtbrDHrpKYx8+jHcc/2uPxqFKpGAoBYoI9JOs0JQ2YVjAyuLm5MZ5CLpezhgA+AIkYtCWfz1v37DKRKZTu7u7Mj2FiYkKlUsnkpe5BUQEbORaLmeEFPBC0xvPz8yYbc0c2FxcXZtTCPc2qTJjKwPiMIpj1MkuemppSrVZTIpGwOB8IBGy3NbFeui8c4FVIGvDnBqGB0ObGRa/Xq1//+tfvTMD/GB3wf+nxeP7t93//j5L+zw/5IdxdMLx3TTn4IGyviEajKpVK1nliHwcLOhQKGfwBAxVNG9AOkAhfw7ydKhzXIW642dlZXV1d2Wo2HkT2jELMAJqDFcl7lwb9ojl6vZ5tAJEGSVH5fF5SvxOEKPD7PoBUuVGo3tzK/EM7YzdJM39hUfno6Kg57gBLz8zMmKNPp9PR3t6eSqWSSqWSQbJIWJBoMCOt1+s2X6zVagYns+bw5cuXymazVrHOzMzo5cuX+vTTT205Awni8vJS33zzjQX6bDarXq9nc0aq8V6vp8vLS3Pqwdnom2++MbMGLFXpvCHusKXp1atXVuTRxUiyeS0QtBsw6K7YMOPz+WxpOuxxZtTNZlOZTMaeERi5LC25vr5WqVRSt9u1EQoBnXEPXRPwm9TvIpiP12o1vX371gw32KADqYz7iA4CuY50T1QBxQAWZH7qftZ2u61KpWLdH4URUCMzc4o5gickK7cbBZIGfkfvyj1L4QHE61o7xmIxXV5eqlwu26w0Go0aqx5dLX/gFdBESPc7uUnieFODICBVm56etnEXUjN3+5N0T4LCkpQOns9GnJyZmVEqlbLPeHJyosvLS9sERrEaCARs4xSa9kqlosnJSXs/3W5/oQAWrclk0ma/qVTKCLLBYFBPnjyxNZ2zs7OKx+MqFAq21o/zwOeCGBgKhQzOl+75M91u14ovrhlQc61WUyaTMZWBJEOKTk9PbUsWzRwFIPeA6x8QDAaNx0CSvbm5MSha6vNJuB9ASiH6MnLhPicRP9TYDB+/VQLu9Xp/Kekvv//7v5f073+bn8dyrFgsGuGEIMm+SxiEExMTajQaBtcAn9DtstSdmdD4+LguLy+tCsfz1HWIgbgjyWYbiPAxHz87O1MymdTl5aXOzs6smzs+PuYc2Jz45uZGpVLJmK5Y9hHE3d9Xq9WMHe3xeB5M0iQ6Zse/TzctCFi8H/cPVP0P7XyZ91GhugmUBw5TCHfW2e12DWqFnEbAWVlZMQiQm/zo6EgbGxu2K5bOyePx6NWrV0okEvr0009tbgYBj4TaarXsur9+/Vrj4+N6+vSpOp2Otra2NDY2pmg0qtPTU+MQfPzxx9rc3LREAgsfW9SZmRnl83m1Wi0tLi6adCibzdrcdnx8XEtLS0ZqojNaW1sz9msikTBma7fb1cHBwYABPAUN99/x8bEVOkCE5XJ5YA0b0goIPSQRiEDM34Hhbm/7u2m5Tshw6IaR6WBc4LKJXeIbMDe6Z5AJSDAQdSiAuU94vpm1UZC47GoYqnSt6GRjsZihFLCSgRmB8WH+AtljnELBQ0IgWIMsgJYBIRNU3Q4cUhAxhIL27u7OEAfOB3NmSdZNU2TA2mcpwNTUlHWlkIqIOyBJPI+3t7eanZ1VKpWyGffp6anN6ZnJgwJBhgJlYlTA9aWbplAC8bu9vdXy8rImJyetcEP73e12tbq6avpnzD043Dkycj2IVaFQaECRwriPQsx9FnA1ZNwgyZBL1+CD8wVyJGlAduX1ek2mx5yY+wOiFuORer0+wLZutVoD7HOSMt8/LEl66PhRnbC4qUmWfAAqYCATSbbEOZ1Oq1qtWkBHxoEUAFs4YLFMJmNVS7VaVSAQUDabtc6bE91ut41Qw4UCtuRGDQaDqlQqOjg4sAqNWQjVOKy4brdrvxepx83NjRmOY1JAUHEZyCRZHHBmZ2dNOvL7TsLSvXe1W629i9H80N/dLpnPiqON6zJDAJyamtLCwoKZHYB6AIHCCSBhTE1NGUx2fHysRCKhm5sb6+xOT0+NTPXNN9+YYQdMWqDhpaUlmwNubGwoGAyqXC5re3tb6+vrevHihWZmZrS4uKjPPvtMhUJB+Xxe6+vrOjo6MkgZQgaWdswzccmZn583+JgOg6p9enpac3Nz2t/fNwiN+wkUZW1tTYeHh7q8vLTOlyAPUjQ3N2d7kIHRSqWS0um0FbogEFtbW7YxinvV5/NZx3R3d2cEFGZsQPDj4+O21cqVdVEo3d3dWVfLvPPs7MzMDghQmOnDlAbOdKU+wLpA1VgfMgOFAMn5JOHB6OYexuKW7ph7CZMTFA5IYPgcyL0kDexYhpwpyYpJXLcoaKrVqnVB7Xbb/kiy2TfQJp8VhyVGLe65hHUM2x0OSqPRUKlUMokLrmNI3Xi/XB/g6cXFRfv9pVLJYgoFWLfb1cnJiSVZ2LsoQYilnBPg+1arZbNpODyS7LlAEgfxlOtGccPvl/poC916OBy2Bsg1G8GJKxgMan5+3hjZZ2dnury8tBEDBEb33uD6wDYHZYB97ff7bXTCdXDJt8i2XG90lwTIeQSVGJa7PXT8qAmYhw8/WqDnXC43AONCh/d4+lswmGsFg0GT8sAmxgJQurf/QjqAyTabPDAQl2SmCu6BRphqf2RkRIlEwob0rmMP1SoPisfjGZhZ00nipiLJHrqJiQklk0n5fL4BuBl7PxIjcLWk34uEiYNkS/X2EMnK7Y7d73XhFv7t7u7O3KOARKnQW62WlpaWtLu7a6scCYbAVdgAACAASURBVP7BYNBgZgotCBhIRwiWbAQKhUKKxWL66KOPNDo6qhcvXljgYp4EVFcul7W4uKher6fl5WX93d/9nSYnJ/Unf/In+tWvfqXF700ucrmcVbpra2u2+zeXyxlZhKBBV3h6emqSKaBn4MSRkRHjGZCEeFh9Pp9WVlZsrg3zFLetSqWi9fV164jpNg4PD7WysqLj42MdHR3p8ePHVv0Dn4MwEeTo2Lh3kWmR5GF1zs/Pq1QqmR2g1H+mSKLMdGFlw3Bn3OP19nfdolrAhMSdlblQMoXSyMiIGo2GJU4CMe+bVXXIUHiu6ZYIejg9UYQB+6NcIP5QoCCDdJnM5+fnBg27ZhzEBrp1LCnxB4DAxCwyEAhofn7ekgtFB3+CwaBqtZrFsEAgYAsfgKklma6VhQAUDjilBQIB5fN580Lm/kJadnV1ZbJJCEeSjK3t8/lsTAF60Ov1dPD9iljuPRj0bP+SZKxgJHDn5+cWS1k/6bKFOeBDtNtt25fMnJ5ryjan6+tr28GOixwxnrEH8DAdtiRbyMABMkEBA5sblObs7MzY9O5aTD4zLPfr62sbgzCKpKFkpESR8b4R3o/eASMtgUmJSQUQAWw6AhzJF9r31taWvF6v9vb2jGjhznQYpIfDYeVyOc3Pzyufz5u9JfASnTVFAQ8vSQU4isoN6z83qMFMhZnJ10lEVEOQEba3t5VOp41A0O12rZtDDsJBBwwxq1Kp2Nd+13uHXRIMB0l1+OZxkzXjAIIFJCesEz0ejxmdp1IpFYtFRaNR2/giyVa8AUV3Oh2bVWWzWS0uLloXfHNzY7AQloCjo6OqVCpqNpt68eKFsSFfv36tpaUlBQIB5XI5/fznP9fExITOzs7MWW1hYUHtdlvPnj3T9va2vd7d3Z329/fV6/X06tUrRaNRg6Dj8bg++ugjnZ2dWRc7PT1tTFOXjcmMNZPJWFfougzNzc3p5OTEuh/m5eimkY68ffvWZnLMUVnOMDc3p0AgoO+++07Ly8va39/XxsaGrdXM5/PWtQITYo+KjEeSVf8UqRSzJD+2lhFUKES5d3Cw47MRxFwoDlhauof+kBUys4Ys5Epu6D7dURRLLdrt9oDsDbY8y9qB7PndQNasIJTu5TIu0xUmP10lhiHM/+CYAIHe3NyoXq/b9YfQBOTO+aIQAILlPgAmpfFg/ODz+ex5LxaLRsjDIhTOBOd4ZmZGiURClUrFGLqMeiBQkcgpHDC1IFFDKCOp7O3tGZeBbXOu0x2zYzpKimmel1arpVevXv2AGQ0SiaQU8hQjCDp29O03NzdW/EIoOzg4MOtVRifEC+RbXFtiGgULsD9mS7gkEhNhXlNkeTweVatVhcNh45xQVLuqA+I/JiE/mQQMqxSmJ5AHxInx8f42mEqlIq/Xa1AI0hSXIg68wINH9UFiQGfHomVXGwaDD3iXpDI/P283aDAYNKiGAOn61ZJc+TuJiDkIyQnXFp/PZ1tMgJB4OIFghxnUHo9noPOl0gN64TPhY+sev40Htfuzw6xot8vlc0oy4guyIP4fLffd3Z1JrHhoRkZGbO9uOBzW9va2ksmk/H6/FhYWzJqP1WVS/ybe2NjQ1taWdnZ2JPXtF2u1mnq9nhKJhGq1mvb29uzeefHihaS+8UA6nVYymdTh4aGZL8RiMf3qV7/S+vq66fr+8A//UBcXF0amImmRwPf39w0d2dvb08cff6xPP/1UL168ULPZ1NHRkeLxuM19mXUxO2L1ILNQWMx3d3fWWbIBbH9/X6urq5qYmNDx8bEmJyeVTCZ1cXGh7e1tPX782OB8KvJAIKCtrS2l02l98803dk8lEgkrHunOCEoweOkeOGcgEkjGmOPTifAZgUZ5nlz3IwrU29tbI3YxJ2W2CKSJjKxcLttIiTkb9yJwKOQ0fh5pCQGbTpsOls8B4gaxiNeMx+O2pxjIcWZmRl6vV9VqVTc3N5qamhpI9m6zwHvkoIgDwYCUR/dN0nOLW/bSct9wvu7u7mz0xsjr7u5uoEmJx+P2e8vlss7Pz62ZcC0VYQQz++z1elbEXV5eDliw1mo1Kz7u7u6UTqc1NzdnM3c6XVb3gT6cnp4aP4JGBVmfa9DhjqyIoR6Px7ypuT/RsEOeJVlisQmKAamT+wkWNU0OyRuony74+vp6wLQF7gCyxcnJSRWLxYHi3+/vWxYjsXQRQ2Kl67T1k0rAnU7HLNawfJNk0GKpVFK5XLYHbHp62uQpVGTn5+dmgE/SdokCaO4IphhiRyIRq1QhR7Dq6+bmRtVqVYVCQYlEQtPT02ZcToIhARNYeBjd5Osy4Uhgm5ubVuFi85fJZGwOXK1WlUwmLVBzELTb7ba5hv027Oh/qKSJm+WhTUrD0iTXJQpokcLANfUgWAGFRqNRezDz+bx1zHhxEyAzmYx8Pp/JDG5vb80ikH3Sm5ubymQyevPmjXw+nxHivvjiCy0tLRlbd3d31wq6k5MTxWIxVSoVPX36VNVqVScnJyoWi/bwrq6u2niB+4+ulK6ILjcWiw142AK5NptNLSwsGLsShx0KQWQpyWRSz58/VyaTsWKFpSOSTFozMTGhq6srW0jAfezxeCy4s+VpaWlpoHMk8MBjwPGIe5eZKztXgfGQzVDoutcU6BmXL8g+dJo8b5xHtMu8HsH8+PjY9NYuU9w9eE4Za7iMWD4jbHYCKgmV2b37fNIp4V/cbrdt7s3vdgt9OjXeO//1+/06OTnR2NiYZmdnTfJD4OeA6Em3zwyeGMjrUSCNj48rHA4rFAqpUqkYYYpuHBctuCx3d3e2RKFSqdh7Pz8/VyqVMuIoTlNoatksRVGFnI7lFUihSLjcv0DXqVTKVvOx+AFlCPpcxhjuvcM5ZtzIgW6XpAekPDU1ZXwJtjvVajU1Gg2751wnLuI7O96BwTn3sOuJ2/V63eB39/D5fFb8BYNBG1FxrSKRiKanp+0z8DxeX18bF+F9x4++D5iZLYQVKjcuCpULB0EKi0nID7i7kMAikYjq9bouLy9VrVbNDYZOm4AIGxCSAqQCqmceRiAsEjtQEw8NDwWwKUmDC8rFHnbDCofD1skGg0ElEgmbMQ4fwwn3fd/7jzkwtYhEIur1eg/qmBuNhs1gXMYf1SrSF1ff6R5UhrBkV1ZWTHCPFhu7P4oTn89n/4WIBzxYrVbVaDSMJ4AWt1AoaHl5Wa1W3z8W2dnTp09Npzg7O6tvv/3Wkg46zHa7rU8++UTffPONms2mVldXjXEfCARUr9dNvwgZZGxsTKurqwoGg9rf39fNzY12dna0uLiobrer/f19Y6XCwEXT3ul0zLELvgKzqP39fV1eXiqTydgOY4hOLIhgrgez/OXLlxZACZLuij/OHbMv9LHcuzCF3R2tJLT5+XkrIA4PD+05waiBIEhAJxB6PB7r+jCs4bMQnIHvGOHwfuniKAQSiYTOz89txSAJbXR01NjyLrGHLp1kT5CemZmxNYZobIkzJCE4A6gtOI9wEJjt8fu63e7AuIzilNebmJgYWJEHgx4jFK4Dft+Q0YCSgfuRRfI+9vb2zLgG2R5mL3glw12hyQFGdwsi0Au6TOIaiwgSiYT5NxAHUangbc0c+/T01ODiRqMx4O8taQAhpJCX+iRUyHmSLB77fD4Vi0Xd3d1pcXHRinDQgfHxceVyOUNO4Ca415rtXxRpdM+Mz1iG0u12TcHANeT30wQuLCzY7B7eAtp1un7uaQhg7zp+1ARMlelW5CQ/GJfcXFK/GgI2PD09lcfjMUehSqViUAzQgVt1s5UGxiEVuCQb9jND5uaAaMFMBYwfliHzKYJHLBYzIsfNzY3K5bIJ8XlNF+rpdO5XFs7Nzb3XBeuh5Q2/KfkOJ/sPPZhr8N4eYl7joOUyfiGbUBkThGGlU4RAGuH9IYMBDmami3ZPuoefSEokbkwW3EoXss3ExISWl5cVDAaNqcr869mzZxodHTVW+uPHj+XxePTtt9/aJiVmnE+ePNHu7q5++ctfSpLNI5Fe7O7u6m/+5m9MivQXf/EX1hWjScYsIBAI6OTkRNls1ohaiPqB1kiscBL29/cVj8eNtcv9f3x8rFQqZaY1BHygwXA4rHK5rKOjI62vr6tUKlmQA8EgObiaS8hTSI/QlVLQYFxAV8R5grlNcqcgJYBTqLgsVzfgEpy4vsQCOlTmxTCYQU94/8yIueeB5IGbKQgpmkmGJDE0wIy8gKMl2XwaqSNz8W63a9JH1/GN+a0LtbJOj/k/BB0KlkKhYNAmCfbi4kKRSES3t7f2e4htxExm1e12W/F4XHd3/V3IruQHaRVSTEhJkmyGKvU7UJIwc1F0ziASkCO5Fti1gi4hf4OUhsyHjpJ7gO6SAoz7hy6RsQDnmM1SEPaq1ap17re3/c1IQPXYlGJhipESenygeEZ+7gFRljk/owrOCbnp+PhYXq/XYg2+DszPOT8uqkTH/a7jR03An332mQU1Zp4EaR5CgjNBA/gHKBkYhZkV4mgqGQgOVFHMcLE1A4bkYieTSTuxQJsEFKpskgLBAc0wBDB3GE8nId2vyHJJTiQ3rAq5sYaP39aMIxwOW+DkmJubs7n17Oys2u32g+40nCcS5EMzC1bhQQ7pdrtG32fZAN63Z2dnZonXbDat+uZBoLugWPr444+NOMK8fXx8XKVSyQIBPzu89cTv9+vx48cKhUJm0hEOh00rS2JEJwv0hAXqxsaGnj9/rqdPn6pYLJq045NPPtHr169tZh+NRvXkyRNzQ3r79q09YBSEn376qRYWFlQoFPT06VM9e/ZMn332mba2tqyz9Xg8JknLZrNqNpvGwI7FYnr+/Lk++ugj0zmzXen2tr9YAP/oYrGoTCajUqlk81WQo06no8PDQ4VCIU1OThoxaWJiQp1Of6EJQXxsbEyJRML8eNFldjodY8fice0SDOkyhh3DCLZ05bgIQZB0dae4E0GCARZnnCHJiHyQe0BRmIW6QY7gSFcKysWzh2GEO09GDnh2dmZFhQsjUuhQHEAKQ7pFoichAusSgDmHEMOA3IGTIS5RcFxeXhrDGCIojQRKAkZhxEneF+Mgxj2gjLDwOX/8LAgE5x90kkZJkhFEYTozwgHJg6UeDodtaxgH11PSDxCx4VEV/+V+BIXh5yj64Y2kUimDqMkFsOaZc7tMaBI1KgTUFXx2GOwk/aurK3tOQN6A1Hd2dszpj6IV9IIYhm56OCYPHz9qAnYPt1ODzg55h5sBiAYmKTPe09NTTUxMaHZ2VqVSSdPT0wNd8fz8vFV9QFk7OzsDGkIIKAzqYeH2ev1tLnNzc9at83Dx8APvoXPDtgwvaqAN9wYjCbvVEEHiQ7W+DxG1ONyfT6fTBivx9Y2NDc3MzNhyiu3t7QevycbGxjuXO0C6wNtZkjniAMfwdR5W6b7iLpVKxuyEmFar1bS1tTWwUjKfz5vzTKVSsfuACvv09NSSAUS22dlZzc/Pmx4QQt3R0ZEODw/VarX01VdfaWZmRicnJ9ra2hqo9r/55hs9evRIPp9P6XRasVhMX3/9tY6Pj5VMJk3eFA6HVa/Xzc50cXFRhUJBoVBI+XxejUZDExMTOjo6MskT0CfWdxCN9vf3FQ6HFY/H9ebNG0WjUfV6PZNu0O2jS6cjZOa6v79vDOtyuWyzz2Qyab7VXq/Xlp1j1ADBBtQColGz2TRXKMwf9vb2jBgD7Erhg+kI8zxQErpsiiQgcSQ0FFNAyXQUJGuCHQWrS+gBISPxUSxI9wXy7e2tMb6ZaxNPXKaqS9xMJpNqtVpGyoSJfHd3ZwYtIyMjZp/LXJRjfHzcukTpfhMSREUMNer1ukGbJF6WPBBXTk9PbbEGiZSkjmQLiJPEm0gkBnT1xCNGYnzt4uLCmMA+n88MP3CwguxEIiW5zszMDMgigW1xKsTCESYyM/tWq2X7st0uGLIazZJrxelaP2Jq4vf7zZs6n8/r/PzcuDQkV0l2j8HH4JxSpASDQYOXYYVLMkInxT5xmsIM9DQcDhshEoSJXEJjBtLBPTvMZ3CPf7IE7B4uYQjiUbt9vyx8eXl5QAtMdZRKpUy8jy/q/Py8BQASOd0XLDZmRJVKxXSF3AisenO7NjpmIAmgaAbtWChSPXKzS7IOn0Q+TLTCVPxDkvCHwMsQx5gb8dDD9GTW+S4I/M2bN+ZWNnzw0LFsnnlRuVy2z+1C80hTSAQ8rMx5IFbUajXVajUtLi5akjo6OlKhUDA4E6kEMCcytlQqZR7SPGwEZgLg2tqavvvuOwsEaBSPj49t7VksFtPu7q4+//xzk3eMjY0Z85gOO51Omw6dedTs7Kx18yyKYA5+dnamVCql4+Nj62Zh5zNjLRaLisViOjg4sGAD4oPQn4UA8XhcPp/PZoZYWRJ40EVKsqBNoL+6ujLLQd4b5+r29tY8fekSG42GSakInDjNAeXiJAVJjgTPIhO22tDFMc8GAgeGlGTICs8NcQCJCEgTYyDiAAedm9ulDzP6XTj15OTEgiMoGNacdJbJZNJem7EKCQ12uCsFQgLDKIsgT3yg8Gm1WnZP0eGTNEDhINmhuABNgytzdnZmBNTt7W0r2CCAuWQ0EAy6Qp5dCpZQKKRGo2EMaEkGyZK40eRybTY2NhQKhXR8fGyEx1wuZ+cO4hPXlRjhdoXdbtfuDeBu0AC6X5AGih5iMKMGSTbjTaVSOjs7G1jk4cpKIYQB14NWct1DoZAVvzwXJF+pH4OB+6PRqFmbMhbxeDyG0LrIzLuOn0QCdo9qtWqaNQgN0MIxyceLlhPDRZb6Wlu6UwTk7OrMZrO2ngooqNvtGhuam7PX6xlJg+qMmQIwORUuujG/32/aM24KqlDkU8yDXUMNpAe/C20vSEIulzOICL9sPIHPz88f/F1uAfBQ8pX6JIm5uTlJskSAdIRrhWQDm8NwOGybZwiauM8AO9LNAW/zYMFq9vl8Ojg4UL1etwfR7/drZmbGiBWYJZBotre3zcAefSb2fd1uV5ubmxobG9PHH3+s5eVlgzoJNPg993o9ZbNZ00O2Wi19/fXXOjo6Ui6X09dff61ms2mJCQISaAVmEQQuIK9oNGrIAddqZmZGtVpNm5ubmp+ft/uqXC7r6upKjx8/NqIhEOXZ2ZmazaZBamNjYyYpOT091eLiokFnQK+uDR9FS6vVsj3IzPYYMRBY6DohJNIZuDpfiEx0HSRcSXYfMK8bhhnr9boFawhMjINIHu5n8Hq9xthGG0x3QiEzvKuYLhm4GcYyXQ/zQGaujDAgINFRUzTgWQ+pCagYOZQkLS8vG7J2dXWlq6srhUIhnZ6e2pzW7/cbdDw5OWmjMma0MNeBrqvVqsUW5GG9Xm+AaETyHh8ft01WXHv+jQRLsqJR4LO54zoId6FQSNfX1+ZdAGrJLJZGhNelIXlX8mXUODU1pbm5OTv3+JVPT0+rUqlYEufag15hu9ntds15Ds4AMiaQSlA3ZuPRaNTm8ljFgjhgVkKOwMhkc3NTs7OzRkzL5XJW+ODxwBiEwuddx08uAUs/tEjk4YE0AcwHFANMQbfEYnd2AMMYbTQa9lqvX7+2qpVZAlAhbFzmTDy4zFAgFrAphLkwG1Mk2cwFBjeVsEtzn5ubsw4Z3a7rEf0uUlU4HLaqykUP3L/z4NAR8LrAhO7B0u0POeia0e8yL3YfjlwuZ0FwbGxM4+PjA5pmlhqUSiWrTAOBgA4PD21+wgOE640LF5Go2R7EWj93F2ssFlMul7Nqdnl5WVtbWyoUCrq4uNDq6qpisZjW19e1t7dn4wuq8Gazqbdv31oi4TOUSiWFQiE9evRIXq/XjACAEpFK7e7uan19XZK0sLCg/f1965Tn5+fl8fS9reliIKIkk0mNjY1ZN8xnoxsBAarX61ZtY0+Iq0+tVrN7FXekbrdr1T0MTuneMpBg2Gg0NDc3p8nJSZNnEch4DjBdoHjkniSZcP+RtEGhSFZcM+m+E2NGTdB3PYn5WbgGbuHN9QWKBBKExAMKgH80ZinMoz0ej6ampsypikTBCAUlBK5M7jMFbIomnQTJ3mlIYfl8fsDX2tWJMs/m8zCPpIN0u1Hpftc2kjRij6vlJoHQSRKHMMUBNaCYwnCCLp0kDUeA5Ij0DZj1+PjYGPWMB9Aau4QsRiCMF3w+n22jCoVCRjrD8IXPCPmN91coFKxJYqTD3H10dNS2JxFTpPs9zLxeOBy2ZsNVI1DM42bI/UA+oSGLx+M2iqB45Zqjt5ZkBZBrRPPQ8ZNMwBxu8pmdnTW4xCVDSffJhkCBpzI0fg7gCJexRjVENwCDDZ0yJAkqSUkDekfeC9U21THf77qxYNfGwWeh6hyGod/XFQPbxGIxeTwe+5xAgJC7hg05er3eQJJn3snxoQYeBIdhOcHV1ZUlZea9oAZot9mO4sLVLhkPBi3w5fT0tCV7Co9AIKCFhQW7dszV2B/NtpN4PK6dnR2zAby+vtbc3Jx1bufn5/r8888HCHwLCwtmeIGzEFrLnZ0dS7pzc3OamprS0tKSFXboXvf29pTL5bSxsWGdJV1QsVg0acfMzIxWV1d1cHCgTqej7e1tdTod61wh4wEFA9FRbLiLRrhnmEExdyRgSrI1h/V63XS1BA0kK/l8XqFQSEtLS7q6urLigS6BgMvMji5RkpERcZniXuXagSjRyYJwAVczKyTx0T2RqHl9kjtBmpGLy44FvpZkiMrs7Ky9BvNQd+837wNCoWvAQ4dPUHWZ/jDzO52OLi8v7evIGUERXNKS+4y7n4lzxteJWXBIgGGZozPzlGSw9fT0tNlwMt8PBALGmeD6cd1cy1F3fEZcRGaELIsxHaPCZrNpzxXngQZJuu+4/X6/xQVmsZBsuScYV3H95+fn1el0TCbJ/cq8mM/BzmjkdJDeaAwWFxfN0e3q6kq1Ws3csHh+Occww1lGwtexmw0Gg9rZ2dHZ2ZmWl5eNme0WNxSoPxkjjn/MMUwMIvFwo3Y6nQHoFHNtl5HpCsBhhAIvA9PBoh0bG1M+nzd4ia7i9PR0ILFMTk7aA8eNzutKskqWC8LnyGQy9l7dbuFDDshizKFg2LrniU4XRiVJlZkHc958Pq9Hjx5Zt+124w8dBA7OOQmRG81Nkrg8UQGif4YwgiUpSVQa1P7BRAVOlGTdB7ICtI3n5+eKxWI2RwbaJnCgNV9bW1Mmk9HJyYni8bgF4uvra9viUiqVtLy8rHA4rJubG+s4mdOyPB2Nq+s/HY1GbcVmoVDQd999p0gkokgkYvD66empfD6fzYpPTk706NEjC5Knp6e2HYmOk66Two7kwHy21WopmUxaJY8hDd0VO2Dd0YrLpnVJRyR37ktJ1lVy74ECDUss3M6DZw/0inOGPzb3DYYSyMZIWK50hG7TdUkiQNMhu/Am3SRdYLvdttkvJDlmpJVKxTqwVqtlc3y3YLu7uzNZDe+BpoDPR/Dl3Lp2mcw0cfDCiAaWshv8YWIT8LlviF3M/nlG+H5+97CMkvPl/pdng/NB18tn4/fQxfE6LqOccQrWlEC2zLB5Ta4HfAS4IkgW2e+M8Qf36dHRkSVRnnvuOyD3hYUFUxZUKhXjNnDfJZNJTU5OanZ21vz/fT6fqRngIwDlu4YerIrknEoyXgi5BZQUJQ7GH9yfFDHvOjzvw6d/18eXX37ZQ4b0+zhgKtIdcnPA+ONGZlYLEQKmGqxByAxU6xBegMMIRtL9DY38KJfLmYcpM0SIQzCFXQ0c8xMeoncxkN2D7SPMM0EAHkqa7spBqu33Eb6oMqUfFj3sRx52RHITLzelW+y4gZyvu8QS96BzgGwy/PskGWuWworl41TZt7e3Nnuq1Wpmqef1ek3ug80gnc/09LQt+9ja2tLi4qI++eQTC047Ozt2j+CJm0gkTPJDsOf6QvDb2dmxxRuwS2dnZ3VwcKBEImEF0ebmprLZrEKhkAqFgn12TOqbzaaq1eoAHEjXANuUbWLwGXASY76IlIc9x0CE3Ic8E27V7vF4Bpj+7r3Kgonb21srVDn/JAeKBXSTkMqQp/G7eFYJZHRkzJ3ZosWz7K7Sc5M6rHEXnQJOBp70eDwmvYJ0RJdLsA0Gg9ZpMQ+nWMQgBKY4Jg6uBSbaeM4/nRrETt6rJCumeB0KW6BwoGL+zXWlchMm55wYyHPC7Lparery8tKKONfJjhjCH14PtjuzUnfDEN045C184CORiBqNhpEm3WebGTUNCzaSdOXENuDl+fl509kCCft8PivguScwwuDccn5dVOrs7EyFQsHIkxQ8ENlcBjaJ0yVgQf5EmuaeI7pmjErIFTMzM/rTP/1TVSqVB9vg/990wB9yDEPWXAQgMLpdDDyAHWDRukJ3bkg6Xjpj4DG3Y4VZWq/X7QGFnUrwgDHJhXE7RZL4sFbuXUepVNLS0pIRSegYhxMr6w7d5Etn9dA+Ykmm8XsoQT+UDEkUfA4eaPf7XBec4YNz6CZsfpbzQ6eF7OLq6sqqb6A7AgPBY2JiQsVi0T4ju0RzuZyOjo4UCoWUTCYVDAZ1eHg4sAXlF7/4hc2j0DMvLy8rEonol7/8pebm5lQqlQxFwIZwe3tb3W5XGxsbFjgYS5D06XDT6bRxD8rlstbW1uz+Gx/v2xAWCgVLWnRGeOFWq1WT39Gt1ut1S+iBQMDY3pCm6GgghMF/qNfrRnaKRCIKBALmfQ16A9QNQkGCo9OW7hEOZrluQuZ3490LhMq9C/GIpfT8Hle+go7btUVlXoeKAT9yzmUwGDSYGcRlfHxcJycnZhjjWliS8Am8dHrIsHhdumlGAqBhUr+ILRaLBnEzGoM/4j4vNAXS/VgHUqh0jyy5BDg6cwociJ+M5IA+3fM+Ojpqm7pcjwFIdhReXDOKG+ILM8+xsTFNT0+bDpfrToxMJBIDkDgxA6KhuxJTujfSoZBGokczBZem3W4rnU7r8vLSVCeMnohB29vbikajvXhl5AAAIABJREFUCoVCds/zb2/evFE4HLYChvEf9zS8EhjmFPNA9owd3aKPfIDlJM9upVKxBuE3Hf+sErB7PJRc2BM7OTlpFxb4GJIDUDE3NXMAWI4EDpIKwUi6F8ATNKhkeR30nO68yq08pXsmc6/3sCUkB3M5jl6v94OkSQJzIRDctB7qbpnp8v3DidjVMbtsyYcOF1khWNIpu0cgENDjx491fd1fqs7vg0nJUu+rq6sBaQsjBeaPOKS5e6Z5D/F4XNFoVJVKRRsbGwZRscghk8no7du3urm5USaTsbmn1JenwHiUpE8//dQg6EKhoPn5edVqNe3u7qpcLmtmZmagMFtYWNDl5aXBnFgjTk5Oanp62vZeUyBg0uEWecxIkW2h+4VVS6DhejCPxAOdTlmSeRWzpYYZ1+npqcmQgOM4j4xo3LknPwexCSITEByqAVejyc+D+rjdKUkY5AJVAaMV3ivWjSQtnIp4r3T1FGOXl5fGu4Dxy+z66OjIEAmST7vdNiSJeTJf55mH2ElnCxMXjwAKB54j5EMPFZvEAvTSrncAyxRarZaR9UAIGJ3wrM3NzanVahnMyud3zzcFBnwHlirQmJBs3a6PLn5mZsY86zmH2PEyC+52u9Yh0glyjSQNuKbhcOi6kVG85XI5S4a4yfFcNJtNQxcZV7gKCM4PiCTnfmlpyZoQiklek2LKvV8p6MgTfr9fkUjEbI4pfjn/IHdXV1dGzmUe/z6U+Z8VBP0hB4bpwM2SBrR8LgmC2QQPDHZzVF/MZTqdjkmUeGgIijyUwDVcWBe65nvdRAmU9qHsZBK3C0MDP3NzuNt43nXMzc3Z3A2Nq5vcYWBz37zv/gFqB0qj4gcaoyOkS2FDELPWYDCoYrGobDZrsPboaN83Op/P2/lnHOAeBPWRkRH9wR/8gc2OLi4uLGkGAgHNzc0pl8tpa2vL5mrsVH3y5IkmJyc1Pz+vly9famFhwYqxeDyu8/NzHR4ean5+3q49DlkuQ5LibXl52a479x7Jb21tzeB7VrMBc7kew81m0+A5EgyvGQwGbX4Wi8VMvuIGVObCQJWu4xgB5Pr6WtlsVru7u5LuXa/oAIblKiTlVCplMhquPVpYZFDMTQmMXCcKKa6RJJOHILHC9hQ+BoYPoBXIWSQNvDabnEgWrs4XRCwcDpvfOI5ZeP/6fD4bMzAjJAlC6sJGlHNLMe7aazIHBrFwVQSMMPjcIBcU+7DSIafx3igMuDY4M0WjUdP/Am9DkCJ+cT4oYiC2IhMkHoVCIXuWEomEnXu8EFxfBNAe6d7ND0Y+vBsg7ImJCbvPMUpBYufGqGw2a3aX3W5XuVxOiUTCTI/whgYdmJiY0OLioo6Pj9Xr9cyYKRAIqFarGdQNZ4j3xPiR8wo6QWFHjAdyphnhfgBxofgimf/Zn/2ZTk5O/vlD0B9yPNT5kVSpqoCCuWG4ET0ej8FjEEd4qFwyDwGHA1cYoDxXugPky/+7rMoPTb7Sw9uPkB25M73fVHDBLHUduiKRiBUivM+HDrp5DqD+cDhsOkQefmC7k5MTTU5Omqft9PS06vW6yc1WVlYUDAat2oZF7NqUlkolXV1dWfCne0qn0zo9PdWvf/1rPX782OAv10mt2WxaBb2ysqJXr14pHA5rZWVFb9++1eeff67NzU15vV6DGw8ODvTrX//aICqv16toNKrnz5+r2+3a9iKfz6ejoyOtrq4qm83q4OBAT58+NSkXrP5ms6lnz56ZNhipDsYdVOauLAkfYaRdHo/H0AKIKOfn5wqHw7abOR6Pm2SK4CfJdPGMW4Do6PJBH0AwGLW4173dbqtSqRirnW6f64AsRpJJ/lxjCqBkOluIVcDkdIIeT3+doc/ns86bAgySGPdXKBQyiSKEJNcCk5ktM12gc0mWpCHCufc3wZp7nK6QogQ1hSQruEnc0r06AJkT4xXufwoXr9drCcG1wux2u1YUgahxDvEegOFOYgoGgzbDBVEh6bJ+kgMJoXugvYYYRVIjPrJfvdPp2HiEgy6a4ocYgD6fxH91dWXjQJ4Br9drckAaoG63a+MZ/AQwwqDRgeGMRa4kKzqRSNHJQxAE8iZGEidoELjPXI/58fHxgdEP3TQFo1tkPXT8J5eAh4/hJAdTkxNONU/XStdBZ+POxtiqQlVNIkdrBgGEh/KhpEnydQPch1pVPnRQcITDYeuI33WwW5QAwkrGYenWQ6/hzmtJ+AQmSbZRCBj/5OTEblqKGozNCf50S5B92O28sbFhHrWhUEiZTEa1Ws18YVnjhlY8lUrp8PDQ1rCNjva3pGxvbw8wp9F/x+NxeTweraysaHd3V4lEwpI5cBxQ697enra3t7W9va1er2+0Mjc3N6BNBeXANS0UClkXh2uPJO3u7qpYLJrGmjmb3+83MxqXQSrdr3MD+uS+A06u1WqmD+b+IxCik3WLRddOr9Pp2Lq5YrFokhruTXd0wsEs3u3e0HG7fAHkInRmJF4YtBBp0PkDowKfIvEBwoVNCxEJiQsyQhL+5OSk0um0crmcwbMej0eHh4c234T7QXFFR87ICFIlf2DpuoSmYZ0v13FiYsJmvCR0fpbXduWLzWbTkiEdPYQ1pFmgdiQ6ulg+PygUbF0KBeb43A8cLgFPkpFDp6amFAgElEql5PV6Tarj8XjMiZBtTvBTeA0kZnSVFACwkkmWLgE2EolYVwo0zqpF/h8OD/cY52ZiYkI/+9nPzDudQuX4+NgQNBIyigUKdJqQ6elpU7lwT2P60uv1LIZxLSmOMVFh3PS+4z/5BDx8DMOz8XjcbgoefBcydqFoYCUSNQ+dKy8CknMD129Krv/Q5PvbvgYdTLd778xVrVYVj8ftczxEluLgZqN7IcBANHJJcCRHrC2ppiORiMbHx3VwcGB2elI/CCANYXZFAmEtXz6ft6BENezxeGwhAQzj0dH+KsHV1VXzpGbZBK8JmQQnMQoHLADfvHmj9fV1RaNRZbNZRSIR7ezsKJ/P6+joSI8ePVI4HNbPf/5zg7rogoDJLi8v9eTJExUKBXt/h4eH2trasjGG1+tVJBLRzf/H3rv8NppmaX4PL5IoUSJFUuJNoq6huGVlVWZWFRrdjYYbhlfjsZdezXYGsDe2B8YA8wd4Z8D2zhjYO+8a3vTGsBsouBrV1Z3Z2VWVWZGXCEXoLlEkRfGiGyVRpBes39Hhl1RkTl88mVl+gUBESOR3fd/3nPOc5zzn+toiWR+JAZUhMMGGjOISzhw5RvgOGAXK5jAekEl83aYkK53x5Bo/ryn3gWnc6/XMucCBIzdJFEptrHRfcwrRyKtVET2Tzul0OkZMg5jHfATFku77ckNa4vlQc40WNV22MPRBfWKMhoe1KVHzGzXPUJKlKnjvoEoYfBTCYDT7KgKf1uIe0+m0kYjQRSen6yNurhVDTQUA6QWcCC/Tyc98SZUvvel0OiaWIUlbW1tWq06ZJWkXryzG8Txy5gMRT3yNRAaqd/SBJyrGAYFvkE6n1el0tLy8bLrcoBbsC0T9h4eHev78uW5ubrS7u2uBE32FeR5+DpJnBmHDQUTECXIVddYQ9rgHggQ0y1kPD41vtQGen583T/Lu7u6t7fv+qYYX8iB/isygJ2sBE0EywODl8/khST3o9N/GARErEokMSWayUDzzNBj5wLaE+S3d1ytDnEJcI1jLJ8kkBCkJA7KHQMEGXCqVLHKFpUzEQskY0QS6y0BvCwsLyuVyQ3AcUprA3JBqLi8vlc/nValUVKlU9PjxY93d3WlnZ0cTExP64IMP1O/3jTyFpGSr1dLm5qY+/fRTM0qLi4uan5+3shbauRUKBSMinZycaHl52Ta0g4MD/fa3v7V+phitdrutarVqBhCIKwj9A7liCIhiKI1g0yRiwrjxnmu1momHQMxi05c0tMkzHzBSzCGcUwhWvuwFY5xOp4c2qGKxaKkGoliQJtYcLFef26blI/cAz4C8HZEeECbO39zcnOV7IfEgL9vpdDQ/P69KpWIOE8YO54Y8NVHn7Oys4vG4tre3hxAJSaaWhONEJyIcCN4nog48f1/v2263LXUhDdJkXC/vh9QZCAUcFNYicL+kIR1ujBEwt0c6rq6ubN50u11rn5lIJCzKJgcuDVc+eIcdB4T9gdw3jhr3fn19bZwCYHUaVGQyGR0fHw+xwpnr1NeXSiVDbyQZwY89CJSCvQ3mOPKpSMuS0kHzemZmRqlUyvo0p9NpZTIZm19whSCkeed21PjWk7Dy+fxQvsU/tG9SM/v/5YCwBPSG1ybdQ7f/IZyIbzoo72BD91GzJ6P5fLKPgvEYp6enrb0XORZqBCUNqcVI95E0zyoSiZhwBblNr8dNPjkcDlsXIJi76IV7NGJmZkaFQsGUpMjbUztcr9etCB9ve3x80OQcvVkchGKxqC+++MIcL9IOyF6WSiX1ej3LgX3++edG6slkMnr06JHlZ5eWlhQOh1UoFKwjzenpqcG4Z2dnQ87a7e1Aa5eSHaKwdrttm6wXDoCEg8h/Mpkcyk2SB/OEOElDNboMnEfyhRBPcC7JV1Ny54kqRLY+r0hdLvAj6lmwtJF29eU3IE/UjXptdspIfATMedjkOcbNzc0QqY/a3VgsZukiYFLEQGq1ms1bX5OMUlUikbB0FNEmwiZ8b2xszL5LZI/sJIaZZ4nhoXyI68GgAvP6MhwQC7o+UXJGZAibetTwRptzI15C3p3UBlyYhYUFg2RBD1Ah9MOn1RA1wSGQBujKwsKCKdl1Oh2rWIGsNzExYcp+lIwBKWezWSNlcv+Li4tKJpMmDUwntqurKx0eHpozgmPHnKUzFYpnpARALnHacHy63a6lW3q9npWj4tTe3Nzo448/Vrvd/m6SsCibIRr2nTUWFxd1dXX1rYkovYazjy7I/+FtfhuHL2liY8rlcur3+6pWqyaMwPANun2uKBQKGQzkS5p8Qb7PaZFL8s2/WZzAYRBTeIZnZ2eamZnR1taW5YKy2awxpBndbtdKm/b3942glcvlrIyATYyCfCCmTz75RDMzM5ZjRXrvww8/tHaBbOTcw+PHj1UoFHR8fKyFhQXt7u5aM4qtrS3r67uysqJHjx6p2+2aKAfPf21tzRjgnJee1ul0WicnJ+ZU8Fyz2awmJyd1eHhoxBS6xXjhGDx28oF46Ww2/A2rmedJJMvxMGRTU1PmEOMEeDa0Z02T0yV3SRQJikT5Fi0+/cZIhCLJIGyifIiQdI8aGxuzSJTIkDkHWcdH4xCZCoWCQdPMXUlGvKHjDYPfA8sTbY+NjalYLJqDREc31oePYokkyUX7CBRVKchPwPUYSe6fNcgADSLfSoRNaiGTyRhhyacQyPvD5OUd0EiGvev29tYQCDo5kbsGrcTx9aWHXOPZ2dmQ8MjExIQRMGG847izPguFgq2dly9fanJyckgiEr1z5iqolK9E4TmxFwNtg1wG5xrliLRb7Xa72t/fN8cHFS/gZgw4qB7vl+f+0PjWG2CGX6RsDuHwQE1lcXHRHqCHjP9DDfKnXuyCMqFv46C0CMPH4iF6QETCDwwdDG5yWERiwabYLLh8Pm/tDDEArVbLIhFJQ6QRpB0lWRRN44SZmRmdnZ0pEolYOzXffSQUCpnHjGDEwsKCWq2Wms2mSqWSKWVNTU1paWlJ/X5fL1++NJjyvffes3pEYGPKdjAmn376qX7wgx/o4OBAGxsb1kDi+PhYz549M+H5o6Mjy0UVCgU9e/ZMV1dXWlpasr7H5+fnWl5etu4vCAtcXV2Zjq0nXtGSs9vtWp0mBh/4mSiCjROGqK/pJqrC4aGDDBEWiA7ePipkPlKjBeT4+LgymYwZUxwGDHgkErGcLE4bzdDr9fpQNYAkI3KxsVLeQQTum82zieKAUGIC+5Y5xFzHgdvf3zfYHkhZks1lD6ne3NwYu5o9ieiX5gtUPJA3hMFN3pl1glgH2uXkUMlFA9X71AhOAc/T56c9AZL167kolKjV63Vbb6xToOZarTaEYsDT4JnhEHgGdyKRMHTPG3ZpuOUgnaDgU0Bm6vV6WllZMYcYEuzl5aXq9bo9L8qVWIenp6cWVXv0jnIo7hlegc/bSvfaDeSlIfvxbGH1wzs4OTlRNptVu922PHEqlbJ5iANLHh0uxUPjO2GAiQ7IuUmyh8Kig2GIt/JtMMQeIv+2ROmjBh4qm4yHnumH+rbhN3ImMjA0GyJMWzqbAF0BkQL71ev1Ia/54uJCW1tbZkQ8AQ5o8eLiQrVazRYA30cXWRoIl1SrVVPAmpyc1Pb2tprNpgqFghYXF3Vzc6NXr14plUrp3XffNfm6/f19bW1taWFhQePj41a+dHh4qGq1qlwup729PT19+tS88q2tLa2vr2txcdFKXZ4/f24i8DgrpVLJ8pooZDWbTY2Njenx48dqtVo6OjqyXBSSkpRf9Ho9U7JqNptKJpPa29v7SnQjyRq2U6sIyazRaNjnEUCBUMOzBvGg/pUoDAgWhuzR0ZE5SGxM8Xjc3rMnxwFDe1iVde1VtDCGoEpAmJ5LQK52YWHBrk3S0HMjKoGARtmgj5A8qcsTD/3/mc++rIh8rySDzqmdBTXwesvB82AM0RMnmqZsSJLlbjHQOBCUaPEZHBfgeQhNCGYA/WM8pXsRClApro2cOTXNGCjK0TyrfpQ2AP8mGpRk0T4GkaoEyjInJia0u7trzVQ8UQv1NQ/9ttttKx8i7bewsGD24vT0VJ1Ox1qkQgTz2uiekQ4/hOtFDe/k5MTsDw7L1taWxsfHTcOAoAIkA1LdQ+M7YYBZjLAqyVVJwy+YG+71eioUCkY4gCb//4+vDsqueI7BvHqwNzAaxAygYp8XpvwIb5Sf4WE2Gg3L9fkcsi9/AH6W7mspvYA/OS4iXqIOSZbLodkCRrparWpzc1Nv3ryxHHAul9PV1ZV2d3dtYUOY+vnPf65SqaTr62vNzMyYlu7z589VrVa1uLho8O6TJ080NTVl/aj/8A//0PLT29vbev/999XpdPTjH/9YH3/8sarVqjKZjNWxHhwcaG1tTb1ezwzX1dWVms2mlVmhwEQdLnk30AtkBkEPiLx9Thp2Le8GkQH/7mjGQCqCNoPk84lo+BnEK/JvzWbTjBD5Wl+KJck2U4wZf/voykcOOHDMLYzFzc2N5fny+bwODw8tXUAEByN/lI409849hUIhg1zpbYwx5Q9OAgQs8uk4BURFkqw8huuE6IPKEveE1jYR8NTUlBlN6Z4k5d83RowSH96hZxrTIxqHbWpqSo1Gw9AhL9UKLOsNBhAriIt3iDwnx5cqPjQgI11eXiqRSGhhYUHtdtucNKoPKP3a3t42jXbKoEqlkvr9vulP4yzMzc1ZupIyJQRSYLqjulev11WpVKz9JJA5jrtXR+T4sKa5R5S6cBL39vYsr8y8i0aj9u+HxreehCVpqH4VD4+SA+A5PBpuFk8NEQFfZ4cnPYow8Ps05ubmhrzWcDg8UiUL0Xnv5ZKPYtIS0fj/E9kQrbKRkRekHAPmLxHZzMyM5T19pBGLxZTNZtVoNIx0wbVjtJ88eaJIJGILjo0QzWdpoOwDI5j7JbJjQ3ny5Immp6dNhSmZTA6RMcbGxtRut02YIJlMKpfLGXmIelbyjLAnX79+rc3NTWvqTV56aWnJDBR1xOQqyTEBg1cqFSN63N7eGkmtXC5bbo7aV4x2qVQyqI8BQciXFGE42dTn5+cNCkTAg42FzchvwtIg0gaS5b0BOaLFPDk5aWVmzCMfhWC0MU4cmwiNxhegYKFQyPLyrVZLq6ur5hwCwQK7d7td2ytgrTKXiEzZYHHqiWqI3orFokGikuyYkuwdeqlQ0CCcBgKGoNNI2oX0AYQq2McYMeBrnpF3ZLlvv1dyjkgkYmkG4G3YwdSbM+DbpFIpnZ6emmPH/XrHPTjoyV6v1w3pIHfPgEW+vLysRCJhxo53f319rVqtZqgTQjikDer1utbX17W1taVoNGrQeS6X09ramknTcm/NZtPuu9VqqV6vG1mKiFUaoCbsSxDDyCnDxMYR6/f7pjtweztoUNLr9Sw10ev19LOf/Uynp6ffTRKWpKHFyWJnYkErl2QEAKTNrq+vh5ou4PGzqEqlkkKhkLWb+30c3wQaBzJkw/L5YJRrMLh44kw+vsMmgXcuDTxVNlE2FqK2TCZjUS61j6VSSZ1OR8Vi0YTZybUmEgnV63Vtb28rk8kMNT9Ip9O6urrSO++8o9/+9rdGwkJ1q9PpGCO50+lob29Pr1+/1tOnT82r3dnZsagL4sji4qJarZZ1UQIihCRWLpeVTqe1tLSkra0tlctlzczMmCgGbe+ATIGwgaPJ+XqYliidnDkwMFEXudJ0Om3M6pmZGVWrVcsp+vwp0RjH9OkE6V6tS7qvs2U+MHy5Cvl41hvlI2gZk/el9tpvfEDUwfpySrBwAJlvvp6Va0Qs5fDw0BwFCFTeKZydnbVok3Ix7gNjicACcCQqdzhGyWTSokDyx0TFsPFxUnjmRLEwnrl3Ii9P0sJww7jGafDEHt+VByY3a8ZzOliTGDjIocCrpCH4vFfd8u+XOeHnA3/76gacE1IjPAtfwkiK6dWrV+bs5vN54wug7762tmZlcHyfphvdbte6IJ2dndmaaLfb2t7eVqFQMMd1bW1NW1tblmIDzl9ZWTGSl2euAy2DsKBlcHFxoVwuZ1wZnmsmk7E1wPqilv2h8Z0wwHhteLNAVuSDgIwQCyBiIm/oNVgxvkTEGJaHugN9n8fJyYnm5+dtU8MwUgfK8HWmQZiJyUUdHZNSGm4G4X/uFcKQq+Sd4kFinKgTpTsQkFEmk1E2m7XcWqlUUiqVUrlcNlUs77lns1kjYl1dXVlhfSaTMaGQaDSq9fV1jY2N6ZNPPtHV1ZXBcs1mU9lsVoVCwYg8XimNhY3s4ocffqhIZNAO8YsvvrDyE55HPp/X0dGRXr58KWlQ/9rr9bS8vKx2u62trS0zZNK9TCkbPepgkkzzNpPJGMpDb2H/3ePjYzOykFwwZhCgQI6QTz05ObGNjvfmN2UPWRIReUIQbF1//b7Eh7nBOiQK8ugGG5znBhD9oyyFE0cdJ/wADAlwLNA5xLt2u23zAoMHqYl8Oyx9ylBQzIJIBhwciUQ0NzdnnbqYm0iw+nQZxhbjJck+B7mJuYWRJkLmuETr5DF5NxhoUAqvnMXzx8AAe5Pe4dqZp9ls1oKcs7Mzi0AlmTxpPB4fQs5ADCDu+RQF88PvLZJMEAZNb/amubk5Izyxl3Odm5ub5oAiOIIjs7m5qWw2a9wAUiMQQWEz02IVkRNPSIQgBjkS2wPSgeY2qTDsCE6kT6M9NL71BpgcJRsAsACLEeEGz9wtFAqq1WpDGwkRFjk3jAUbUiQSUS6XU6/X+wrj99s6/iESlQzuFXEINlTPfPb53KCT0mw27R358gO+J933DJbue5/i/ABPkfeh/q/TGXQ4Oj4+Nq3op0+f6ujoSM1m0xbM3t6eCoWCksmkarWaJiYmTJcWWcvz83NrLMCCQK+ZWslisahKpaLt7W0Vi0Uz/Pl8Xq1WS48fP9bh4aG+/PJLraysGAxKnWan09GjR49s0f7kJz+xRg03Nzc6PT21emHIJ/Pz87bxHR0dmfgCxvHZs2e2cRFJplIp1et1g5wLhYJpavNc0ToOh+/7r7IZ+M0dJAloFEPF5izdyxCyjrz4RjDfyOZKuoE/6XTamKjSgIjnOyhhiDAmPmKDDcxnvPEfHx836FHSkKQixyGP6stoYrGYkX5wxi8uLgzijEYHjVioL/eNJQgGvP40EePMzIx19uE6QUwkWe5ZundKidJ9DTz3BvEJJIiSKSJN1pwXtPHoAP/GUPuI2ztCXgjFM4H9/GD/9GiIF0Jh8D2ifRS/GEFRCv8+uRb4OkSo1FjTpIJonUYp0WhUBwcHtlfE43FzKuj8BT8CURf6OXsxFNAAnIFms2l5ctIgrBHQHIiT9XrdFMpIGQT3vlHjW50DBp5jYBz8zyiGB1qDFMPExyulAB3vV7qvKfTePV4aJRnSfS0gY1Rj+1wuJ+m+3Kbf7xsp4Ls4gqVHb3NOstnsEAPaO0R+sHFL96UKs7OzJqAAY5H8KRFsu902gY9cLmewNVBgLBbTq1evrKsVakpASpRHbGxsSLon8kj3rclSqZRF4jT3xhsHlqIEo9lsKp/PKx6Pa3V11cpS0M4mR8hnQWXosiQN4PfPPvvM2tgxV7LZrLrdrt5//31TRSJ6pscsBm5sbEz7+/vq9wdNKPb3943ZenFxYVA4m4vffFOplP0fyI2oCsPAxktumrWG0+AH75XvUkfKOyZa8vKSyJJKso2WawIqJkpmUydXj2FOJpNWv9zvD2rW4/G4UqmUrX/ujXUO4QlhfnLAGAuaAPR6PcvhYrCIeOPxuJGqJA0JcoDsADfz3vmZh5s9YYdnRTTty4mk+1SQdK8BHhSS4N3wHD0bnuOBNkjDrfQkWb6U50UtPEYUAhhG3v+c54TgCI7fQ+IfDw3mJwgDx6PDE2Vy0oA0Wi6XLah69913DYKGjJvJZExDGtgb9TkchU6nY3XkaA3ARoegRvkShpocM5UWrLNKpWJ8ksvLS/3lX/6lms3mdy8HXKvVTB7RR1OShrRyWehTU1OWk8DTn5qaspcDtAAxheMBVfsJxYLAoOIV9vt9LSwsGKEIw8vwpQvZbNa8SOk+R/a2doBvG8H+v9K/v040alfS6J7Jfng5SqLgUTXBPu8h3XvxwE/Ba5bun1O73bYSoNPTU3W7g/63iECUSiUtLCyYcaDkIBKJaGNjQ6FQSDs7O5JkJT3Ai/1+30QqdnZ2rLVhLpdTrVbT48ePtbm5ac0RxsfHrR43HA5reXnZ5lmr1VK5XDZHgbm1u7urxcVFHR8fK5/Pa3t7W/Pz89Zajeh+b29PsVhMT548MUH4P/qjP9Lu7q729/d+VgMZAAAgAElEQVQ1NzenFy9eqFqt6v3339fNzY15961WS41Gw1R6EGdgHqFA5Dd6r/eM4pInQ3kCliTLM+MgsHH3+31LL5DXYvh8HvMDA07UB5Objcszrk9OToxodHp6ah2tPLnJ17hSkwrUTFcinxtMJpPGDSDq9nMQCJfSHxxtNlMINBhLH70lEgmDkkOhkAle+H7DRIxExqBGPtfr63JxJoBXeU68d+4NdMlD86x9UCT2Of9eOCfX5UVGPEELYRqiZZ4HCADf4d8eCeGaqFcm4Lm5uRnZKjQ4gHERTmGvphoBZ+Dk5ERra2uSpMPDQ83NzRmxDxSn1+vZPtntdrWzs2MMZiRop6amzEHAULMmUL9jriBhybtcXl62oABVOhCS8/NzKyHEmOPQPDS+1QZYkrXDk4bb9VFGgAEFwvKQJi+OSZxMJtVqtYaYhEirSfeLHbUXJATJFfn6ONiQmUzGSCWSLFfka/y4dj5Dv0xPQPHj9PTUOoFIX5Vs9KzfYL/eh4aHiaWvFssHB4uV4Z0G4Gq/AZCPZxF4p4nhWZOe1EVnEvJLPue8s7NjxJPp6Wnl83nr3XpwcKDFxUXF43HlcjnV63Ulk0m7NhaPJOv/CUkLY0VZAwX3vGvu/+nTp+ZhT05O6uTkRGNjY3r06JGpBH3yySdG1KIxOt2XOA7PBJj88ePHxkr+4IMP9Ktf/cqeE8QoGNYzMzOqVCrWWhIIG3gZOFcazGmicBAJ1LPwytnoyKUmk0nLWwUhYc8N8LCq3+RZZ2w4/J68o68tlmTrxcOv3Fuv17PuSKiSeejbp0kgzUn3ugDUviYSiaHP4hBwvZLMcHY6HZ2eniqZTA6hC7CCMfw+CveENO/At1ot0wImysagMECIfK6VSBP2L7KpPC8v8AC0zjNhbpHeCaZ+eK5es9mvx0gkYsz0UChk90z+HKcJ6J4Ax5O0ML5wCTKZzFdkdxOJhObn5+2dg7Cg0vb48WPrvNVqtXR1dTUE34dCIb1+/drmv49YKa968eKFPWMiafbJarWqWCxmGu846EdHR6bAB+u+3++r1WpZswxKkq6vr034CZ6AL/3zqQPQubeVIX3rDbA03HWHvI2fwOShWGy+lg4YgPINT86gPg7SAnqx1PbBlAWK8Yl+SgDo4kNkgCwdGw4eI9/Fy/S5Fl8KdHNzY92HfMRIaUGwvMAbK2mguMV3PWPZG0RvPKX7JhN+gCQwcrmcLSg+SzRMlJzL5b5iuL2X7d+ZTyVwTz5nBsTocyqdTsfIRzgUOzs7FoGurq7q6OjIWvBls1lrWVev15XP51Wv17W5uWmoSSaTUaFQUKPRUDqdNvlNeop+8sknRmAiv7qxsWGEnXw+rz/+4z/W8fGxfvOb36her1u0CvuSvPDJyYkePXpkz3ByctLy2r1eT48fP9arV6/04sULvfvuu6YPvLu7q3q9rmw2a1EbnjbwVyw2aNeIIg9RFmpWqVTKot7p6WkTpI9Go6pUKur1egaPBh0+NhI/QHbQ7sUIYXAwpFdXV5qenjaHhzpJ7yizptkAabRA1AEbme/5iI6cNXOJvQEmMdAikR9Rc6vVMgRgcnLSWkLS0hBom/mHkQHqpUSLfCHzm3wtkTIwuy+9Iyjwa9JHikDJ7E1wDbhfECCuDSPU7/eHolgMPcaRa/PvGH4Ba5A5EMzVsk5vbm6M/S3di5DwPsi9b25uDn2X6y+Xy2aUKL26urrS8vKyoQOrq6va3d01CJ9r5xpBDWq1mtbX17W8vGzRKmkouCLSwMGhlBKRl3w+r5cvX1pVAvdDuZk04AuR8sHxR5bXy116iWHm8tjYmKampoZKPUeNb2yAQ6FQRNLHkg77/f4/D4VC70n6XyTFJHUl/Vf9fv+jb3q8v+/wBfzSfaTGBkBxOnWQqBD97h7Ma+l0OlacjkcHjOCNhodZmJwTExMmDhGPx9VqtbS4uGg1lJJsQdAbEsZmNBq1RH8mkzFD7UsHRpV4SPdGOGi4/PAblH/xLDzIQ4yH2N94xhjnu7u7IUhaGqQI8vm85S99lBY8lncW/AbAeXh3LGAgyGA7yEajYcIV3C8qOBDCnjx5os8//1yfffaZ3nvvPUnS8vKy/uqv/kqrq6sm/k+x//T0tB4/fmxsYghKQH6pVEqPHz+23BCbnCS9ePFCP/7xj22D3t3dVSaT0cHBgT2bQqFg945aVbVaNTh7ampKT5480cnJiZUf/frXv9bq6qrW19dN+vKLL76wyNe/f+bVysqKlUqQf4vFYkbwurm5McML3Ezky0ZMre/x8fFQxCfJGjBQDsWcIpoBieF6PIwtyQw/htY7YziVzF+MiBep8FwNHFt4AKwVvy947ekgs5o1iQGnPpgo0sPG0n2Zj09Z0V8YtA0D0uv1zKD6pvXkdn36i2P7Z82ewP142Nofi3XhBTE86uTheYwE98g9I4IhaahHsUcs/Dq+vb21rkP9ft+Y0Thk1Wp1SIObNYoEJjA/TnooFLI5Ddx9cnJifXaJjv08JC9/dnam4+Nj0zcvFos6Pz/X5uam7u4G2umlUskaiFB3T4ka+WJSREDHPDPf6x2exvj4uEHQ7Gve6QGt4Jmfnp5+BQn04xuTsEKh0L+W9BNJid8Z4P9b0v/Y7/f/z1Ao9M8k/Zt+v/+nbzvG31eIAzgW0gJ5KSYJEScbP//3L47JSAQMfMWEo1CcFwDsgGBDLBZToVBQt9tVrVYzz4jJ5MUFyGnQReW3v/2tkTY8NO6vBcgwCCWzcbNogbd9WQOebqVS0dzcnKR7WJhnxHG9JnW9XrcodhSjmhw2JQEsAH720MDr884CEDODBcsmIN07UyjZwJKdn5+3wv7T01PzzpvNpqEcyWRSyWRS5XLZFvtnn32mUChkZRpjY2PK5XJD/XsxmJVKxYg7iDgw59gI0MPlmlZXV6038OTkpCYnJ7W/v692u62lpSVT+3r69KmOj49NXq9UKuni4sJyv5eXl1b432g0VKlU9PLlyyHRAubW/Py8oQToYdOLlo315ubGVLuAlClvajQaVvOIs0e/YXLEvIubmxuLqnnGQHLMQYw27xnCk4dpcYaZP0Runq3L38xvHAYQJR/F4Vj4vDXREhwA0CfyfcDgQPXdbnfoWqV7Ql5wUMZIPS7nAUXDmSPC9MRO7xCwVhn9ft+iW9ZE0KnxDmsw5y5p6BySbH765+8rPSTZ+yNQ4XfUjkNKYl9h4ID550KemkAlHo9/hSMSjQ6kIXGkyC/jqMEoJjgi7YjBy2azFsiAqjB87hdEYW1tzVKDpAU4LyjQ2tqacT64T9YFzhlzu1ar2f6DQ+U7VpEqwSj7wCgcDusXv/jFP4yEFQqFFiX9p5L+e0n/mvkjKfG7fycl/ZPJSrEZMimBKFnETFQWuydzAH1gYBHm8LksaoR5gSw4aQCz3t4O5PkODg5UKBT05MkTe1GeWAL0hYHd2tqyTYTjlkolq1V99OiR5ciY+MBWkmyhs3i9mszd3Z3pBpPXy2azOjk5UbFYtMiKKCeTyaher5sHfnNzY/ljPEg/MpmMPUPeAVHA2NjYkHEODv8zcjDSfTSP90w04WG9brdrOTqgu4ODAyPsAFsRefR6PRM/gHHM+6GNG0YqnU5rfHxcv/nNb/T+++8bH+D6+lrvv/++pEH3rc3NTYXDYW1sbFjOF3EGnJTXr1/r8PBQyWRSpVJJr1+/to44EADPz8+towqGtlqtam9vT9ls1pjN9IwG6l1cXDR1olgspnK5rNPTU2vIgDFkA0QUnjWRSqU0OTk5VNfb6/VULBatybkXxMCggQYR+RMx4iCRs+aZj2o2DpNcGmbGBgdR3yjSkDfW3W7XoizWKKUm0gAyJufm5w7sVpxxHPdIJGI65dwfnYE8mkCkiVHkWjDss7OzZpBYp5Js7yFqxcnBkeN+/RznHZGjJZoCFcCRDRKrfL6ev3E0GUD73knj/BhC1jhOGVwY7yBxbdK98UeykSCBPTPozOMksQ7pZsSzYu2yvmlBC6mSPRRkyovJYPhnZmZMVGh3d9fY5ziWOzs7KpVKxvnAKSE9wd7Iz4vFogmqQIgj0KLSptcbNEup1+sWYNGkg9SnNOx0Bcc3haD/J0n/RtKM+9l/I+n/CoVC/4OksKQ/+obH+vcePoL1EBWTg0kKDOb/hEKDxgBsAq1Wy0oqWBxEwLThkmRkAvKaTO7z83MzMCTuk8mk5b+QEby+vtba2pr29vZ0enqqR48eqVQqqdVqaXl52V4+Upm5XM4awwPxEVngIeMoIL7OdxGEmJiYUKlUMhKOh0SYnKghcTxJI3Wy+XwqldLc3JzlOnwUHIlE3lqLDOOad+HLW3juLGafw8Mo9/t9g1t59rzHdrutfD5vm/3l5aXVBH/66adaXl62d9fr9SwyXllZ0dzcnHZ2dqzEIZfL2f9psN1qtbS5uan19XVTVbu4uNA777yj4+NjTU5O6q//+q/13nvvWT44EoloaWlJX375pcrlss1TDDIym8CXm5ubmp6eNseNZ3pzc6Pl5WWl02nd3Nzo8ePHOj8/V7lcVrVaVa1WsygDb315eVmHh4eKRCKWm6ZGmHwxJRUIC+B89HqDEiCfeuG5wq7luUejUVs/GAbPSQgaiVGM26BR9t9hzpPqIULCoLG2mB8+rwvXgzWC0fXkLQx5KBSyqObm5sZSAhhoWMwedUORK5FImCoW14QxjEajQ5UU7FHeKPr7pSzKw+/ScGT30Ag6CvyMZ4/jxRwk6sdR4xzSPfGPtelhcmBuf3zeJ+/es7RpvoEB4n1HIhHTlkewgrprSVaa5clfkUjEGkJQP97r9ax7FO/p+vpa8/PzVo63v78vaSCJSUMOGj1QNgmEvbKyYhwFvz+en5+r0WiYUwnqGQqFlEgk1Gw2rbkMiniUUFIm9nXjaw1wKBT655Kq/X7/70Kh0J+6X/2Xkv7bfr//f4RCof9C0v8m6T8Z8f1/JelfSdLS0tLXXtCoAYGGSUoUFpykRMM+fzsxMWH6nZeXl1Znx3doxUfONp1OKxaLGfQ8NjZmeQaajs/Pz5t3Ra0lhJRut6vDw0PLU8CePj09NXj6+vpa+XzejCgUfG9gYQtKGoJF+HtiYsLyiX5Twltj4yInXiwWh+BsDOPbGHrSIMIgspZkEpE871E1oQ8NHB4MrM93g2z4jRzvlfMQeUkyeUOOxTg8PNS7776rdrutSqWiZ8+eGXNxenpaH3/8sXK5nN599139+te/1uLiorrdrh49emRQFU0i6EN6cXFhi+3NmzdKp9PWUIImCUQD4XBYi4uL2tnZ0eTkpMG7qPHkcjmrKXzy5InK5bK++OILpVIp5fN52ySBBmOxmI6PjxWJRDQzM2MRK3W0iJW0223Nzs5aXXWr1RpqYUdDgouLC3uucCCIIIEBeaYQEVlXHvZlsAY9NMkYxWmQ9JXP+wjBO9uIqMzNzVl0xHH5HQ4L1+6dy0wmYxENXY9arZaVjrDhS7L9wTv6QMysZc8HweB7o+UjUo7hnQ2eW5CQRbqL3zGC/A+ej3++DIwt18naphyNdUraDUOCwZmZmVGr1bL8r0e+fHTLdQcNP59DPc4P0B0cRM/hYc0RoXuSaigUMh1mrqdYLJpRjMfjhnpAiDs7O9Pi4qK1OT07OzPnGOnZ4+NjFYtFU1BEuhjCXKfTsT00HA6bNjc5d3o4g5gSnZOqIVWFk/cPZUH/saT//Hd53pikRCgU+t8l/WeS/uvffebPJP2vo77c7/f/naR/Jw1ywN/gfCOHz3dCBvC5EZ+v4OUBqbB5A3XgXUuyyINSDN8Rp9vtWkPmRqOhVCplrOidnR0T2JcGkyyTyajZbFqtJ0b97m7QsWRnZ0eVSsVYh/Pz8yoUCur3+yaVRr9aSBelUsngx1arZXk4WmNFo/cNKchLhEIDpiRRNZq7LJZgMT4NsR+KZH2EXK/XlU6nbRGNmlyoSOFV807IG0r3xthDWCxAIm1yPpyDPCjnRqADOJ7op91uGxR9cnJi84U+vKAbOGM0T6dzTDwe1/T0tAloHB8f69GjR3rz5o1WVlYMCovFYvryyy+VTqeVTqf18uVLvfPOO7q5uVGhUNDBwYGmpqbMMcOJTCQSSqfTOj8/19LSkiqVivb39w0dKJVKxlEgv9TpdHR8fGy5zpWVFauRJ6qIRCJGSCOKAzpks8FJSyQSCoUGJUqexQzTlwjJrz+fl/R5XE+qYbA5P0Qs9EbJ/5917nOD0WjUGjT4ulwMDYiCbxhye3urSqVivAvpPsKCWMcxmGdEadwL989m6xsREOkR/XAv/m9/vzwTL0EJ/2NmZsacb/72w8PMowYOiJeJxGB6shtoAXsG+WreOaU2EJ9Yt/5d+eCGY466V0Y6nbb3KMmMJiI51LQz93CuvJIUtdr9ft9KxyAmrqys6Pr62ljvxWLRHKSpqSmVy2Xbg6msIA15cHCgubk5qwlG+YzWm0iaRiIR6zXuHbBoNGooErD+1dWVBQzU5L9tfK0B7vf7/1bSv/3dw/hTSf9dv9//F6FQ6AtJ/5Gk/0fSfyxp86Fj/GOMSqViKkEYXCZEcCNgs2CyECFOTk7a79nsJRktnpwhEUCn01GhUFClUrH8HlqwT58+Nc9qe3vbDDDdbWZnZ1WtVvWjH/1IvV5PlUpFR0dHVmO6vr5uohILCwvWQYVG0mNjg8bz1JJ2Oh2rLxwfH9ejR4+MZUdOb35+XmdnZwaj07bOk1/4Px6z99YZXydxGQ7fS7L5TQHJNyJZ6T7XR+6Zc/p3JWkoEiPaYeMhsri7uzNBiVgspoWFBTNSh4eH1jqPspfd3V27puPjY62vr+vFixd69OiRLi4udHFxYSxr6gvZUPGeIWIcHR1Zu7tMJqOrqysdHR0pGo3q448/1tLSko6OjqwH8eXlpQqFgsrlsnn3+/v7evbs2RDJiK5GhUJB29vbWltbM6Ue5BJxzoi0keTz0GC3O2iZRm4SdIBjEWlBdKpWqxaJ8W5goPNeyXkC3fpoyOdV2fR9vnNUbtcPCDdAtsC9fsA5IA8HIgDE5w13JBIZ6mrkBT98mcjt7a0RLXE0fEcmIkR/Dkh8GE3Yuj61M+r+GDwrL93IsVjXlIl5B4Ngww8fiPjnxHti76PMZ3x83PKurDOcGfYTnoN0322Ke/ZESn8NQVSDOZLJZIxv4lnm6Gd7ERWEOjBeGFgiYqJbP0dAlebm5izXK2lIbCkajero6MieBe/9/PxcU1NTRroMhwelcM1m05jkdDaT7u1CpVKxfZ+onBpk7A9/IMF5x/Bt4x9SB/wvJf3PoVAoKqmj38HM/5SDDYO8rx/kpEh+Y2DY6HwhPlEF8Ec0GjVjBSGJDQv1Ix40uaJer2et7xCrZ3M4Pj62Libz8/O2UY+NDZqs7+/va3NzU8+fP7ecMr1rr6+vVS6XjWgDczWVSunRo0fmvQElzs3N2QI6OzszljORm1+w3AOIgPfmer2elRlhfGEzBzeZk5MTKzfyhCsPLbIRAz8xQYOfZePzmzf3wyLFc2WTZtFVKhUtLi4aYcNzBJCeazQa5tHSn5d7K5fLFu3kcjlzvsit48WenJwYEx+P9+7uzhjn29vb2tnZ0U9+8hNtb2/r4uLCfoczQ2Sxu7urYrGo29tbE3kByux0Onr58qWRT46PjxWNRlUsFo0sAiRKrotnilAD85BnTJ6bn0MOY7MCgkc5DEfHb17eaWP4XCOIhJ9rQZbuKJiazXLUeibSgTCFU8YmeHZ2ZhKJvowuHA7bRsrap+7/4uLCEBOeIYaYFpie5INTK8lQJ5AmnjfGDoSH4UlTOFw+EqaMCoSEZvHkO1kvPkUD5IlTCwrBHkYk5iFc/vDsiOT880JYB6e63W4PdXIaNbwR9g4az46fh0ID9Tzfict3xcKBIgUVRBsgTjI/MH4wq29vb7W+vm7oJetobm7O+AuQF2k9CJLC/jAxMaFisah6vW5tDufm5lStVo3wSfMN5F8JsnzbVFIdzGfm0j9KGdI/xvj7liH5kc1mJQ03gmeDYXGSlJfu64ZpP+YJI9IwWcHnQcLhsCnRMDFpTXV6empdhMbGxnR+fq5arWas0lwuZy3zqEGr1WrWAzafz+tXv/qVlZVEIgP1Il4knlOlUrGobXV11foi7+7umrwgUBINAYCrz8/PjRaPBwoMwwZNIbknmnj9arrrSPraBhXkrH1U7P/GqI7KFcLM9O+Vd8PmwmbloSlfeM8GiOFcWloyRvr29rbJDUKk4J0vLy8blH96emp5TqJhys68KAL1hIhK0L0INnWtVtPV1ZU5DRgC5lgikVCpVLJrIt1wdnam09NTHR4eqlarqVAoSJKJAExMTGhvb2+ox+zp6amJB2DsYNSSA4QJ7FXaqNfNZDKW1/UpEzx5npM3lqNYzf6decId79N/h4hnVHSM4fWwK2mL4Nzx0Tc5WWQm+R1zkmgVkpVHw4Ct6XvMnOLcwNLtdtvgerStmUvAp0Ry3C/sbFJgpL9CoZARf3gvY2NjBo3758MzHBWJ8q58CoEok70vlUqp0xn0TUYc5vLycsjxw4HiPXrSHYGPH9z79PS07bXU16MdQAQeDg9q9WmScH19bekf9iTm29jYmBkx0B96IvMcef440RjfIPELxAhHmsCD+8rn8yoWi1YNgbJdo9FQPp+3mnVSl8hQ0riD6Pn6+trmre9C1u8PdCA++ugjNRqN754W9KhBPhJmLqQkr9HKxsOk7fV61gmj3+8PUeoZbIQYeF408HWr1dLr168Nst3b2zPvkglBwr1Sqeju7k5ffvml1tbWlEwmFQqFLIcZDof15MkTffLJJ0omk2aEIYnt7+9renraVJJKpZKy2ax2dnYUCoWsO8c777xjJDA8PepiEUD30JSH7hkYOZihXhULT/CbOGlftyljjPDuWdjSvTQh18WGAjwKlOU9dzbVWGwgzv7s2TOdnJxoenpa2WxWtVpNOzs7ajabKhaLKhQKKpVKevPmjZ2HVnTRaNRKJMiPol/MxuXLGl69eqXx8XFrEAF7ulwua2trS8+fP1ev11O1WrUNnei01xvoSodCIeVyOatLpG58cXHR2ip+8cUXWlpa0u3trd68eaNisWgRG84AmxxIgXQvqQp7nn62tOtkTmQyGUOGgkaSd+Y3LE/O+brhPzdqbvg5CApA9OZzxsHccDCd4pEtf3045gwiQEnWKKLb7RqfAfINeWCvf8wax3ElkvMlghhaamtxCH3enMGcotoBhAC2Muf0LGb/LHxU7O+PNcH6Yn7QzSoajVrZFnMyGr1X9AJuHxsbU71eN+fRD46LAyPJnFWORRoMNILIHvQglUoZYz0cHpRyAtXi4IZCIePCYLAhVIG+oHKG8pw02MchwdK3l5In9hGeHaSweDxu4hrc3+HhodkT9u+joyN1u10lk0lrUcn7RaBncnLyK6JNb2WyP/ibb/k4OTmxhx70hB/KBRPtAcd1u12DFtnE/CQnj0EebXp62kpU0um01biiGZ3JZFSr1ZROp7W2tqaDgwNtb29rZWVFs7OzWlxcNK1hYOlwOKz9/X1rEkAnDfSOw+Gwtc168uSJGo2GTk5OtLy8bLkocn3SfVkKzQBgeLNZ4TRIwxKeQZgZQ+wN49sG0cpDZBE2RDYINgEWuCfQebia6/PXzOdIE3Q6HWs8D+t9a2tLvV5P77zzjhqNhhlTBEVgOsKa7PUGNX3NZtNaErJBAQMTHXe7A0m9er1ujk4sFjPi1i9/+Uubm3wfhxBiF7Av8CiQHxsRqEu32zUIHGby7OysQdCkXOgnDAkNg09EQBRADr1QKJgRpy7evyvWlR8egubd+AqE4BiVK5RkzgHvnsg1mMJgLTJP/XGJWv01M79HXQf5RX/NiJIEGxkwTz0PQZK9e56zn9PMFUm2X/R6w92UMIy8X/L/vmsTvBIP+XtHn/nvy7DIV3u4n1QJkR+RO4YBYRP6/+bzeXsu8AOCg72VeZVOp01/nfl2dHRkzxgjRV4XJ5wgCuNFipBmF/Sz5l4xbiCSIFKghaVSyZp+INMJMRPHgrXL+vNKZc1m08Q/0BOnJSn7KusEKU1SB7wb7o/UZjKZ1OTk5Ff0sIPjO2uAJQ2Vxkj3i9YvRp+P8JMH4wREjDfHy+O7TE4W1NnZmTY2NrS3t2eTL51Oa2FhwaJYjDtwKDBNJBLR1taWkS7a7bbJOfb7fVUqFSsAJ4/IQqD4m04/UOGBvtvttpEqgMR8Lo4oE0MLa1ga9qSJCPzmJw1rQfsBNCp9Vd/Zb5xsQmxwkoYaVxNh+BaDMHrJn2MkMWqgDR5GOzs7s2hqcXFR2WxWa2tr+vDDDxWPx3V1daVcLqdodFB/2Ww2rRMPDdv7/b4KhYIRV25vb7WwsKBGo6Hd3V3b6H76059ajpy5CO+A3BBzkvcCotLr9bS/v28SpsC/RD2+zZw0QCMQ4QCuRAOZOkfeJU0FQBwkWV4PgRbWiE8LsJEwvg75eJtjNsoQSve5fxwDSSONrx9BcleQT+CJlQ8dg3P7MTMzY4aJe6XGHuIcECpGn2ulLpzIEqasF+Tgu/68oBO8r+npadtzQDd4Fh4CD4VC9l3Ptub4XAP7GKkGH1Ccnp5qbGzM8t28AxofQHyiXat/bh6SJrd5dHRkkWooFDICIM0cYFh7RxsjdXd3Z8IVHJtaZe6DfRBHBpY2pEScAPLa7Imw07lvcsLVatVquNlP4A8AKefzeVPbInhCkAPkgoCNOvujoyNzZhD+4V19HWL0nTbADLpv+LIENh8IE34CS/cbAROd7/lSGWAiylRyuZyVEqysrJjCUblctnrTn/70pxbhzs7Oan19XRcXF7q8vFSlUrE6WhoFvH79WtVqVZOTk1paWlKn09HOzo4RNTjO8vKyOQDkH/FmPWGh1+uZWLgkY+/t7e0pl8uZ9jPes1kHeoEAACAASURBVC8xgn2Ntw46MIokI8nKYKR7yN7npTxsyMLyrFWeP+QRfuc3DVILiURCc3Nzdn3kX8bHx5XL5TQ7O6uXL18OqfO0Wi29ePFC8/Pz+pM/+RODsChTwqOmlrdYLJo4w9bWljE3p6amrDMRkTHR9tXVlTkFRKLkntrttrHUpYFB82LvEFIymYyVEB0dHVmOcmlpyc6LF8/94VhSi4zqEzXvzGc6JvkyDRyBUe/VR1m8g68rNeHe/Hd85BiEtjm+V5zjd34Eo17WtF/D/O4hg+9/F4SBfV0zZWE0vEf5CFSMOcd5iSJJH/R6Pasl5bxE1ZyDKJdrwkkm2kXAwkfZwL28B8hWPl8r3at0IVHK/VIH7Zm6fB4DzjlJT4x6/gzvYHNsjLqvKkFICGieoADeRCgUsgY1Pm0ASxvnkO+wZyUSCSv/6XQ6KpfLFpB0OoNWkzjSRKsEUuPj45qbm9P29vZQ3TfVFaSkisWi5c1xvGKxmDKZjFVb3N3dGWnLcyVub2+HiHqs04fG98IAM7w3iOEAAvJwqzcOsA79QvNkGybM8fGx1dNSckRUWCqV9Ld/+7dKJBI6OzvTwsKCRUb0iY3H4/rRj35kLbEonZmamtLTp0/1+vVr3d7eKpVKmUoMZJ7Z2VkTHymVSkagobWdl9KDybm5uWkkHxZNMIL1GxJGxJcXebZlKBQaWZ7E4mGD9CQcPHocI+keTuT4jNvbW1Ocku7bj5Ffp4wDEhMiJrOzs5qamrLcfavVUrFYNMem3+9b/pw6X3LxdAFKpVLmBAATLywsmNg+nXPIESICwR82tUQioZOTE0MvYOnifdMY3KMxtVrNDGw4HFY2m7WmHqhWnZ6eWkqBjZuOQe1229AR0B2vrUtkL2lIsc0b34ci2VHpBL7nc8YPpRxYk2xyrLsg5DzK8LJ+OeeoyM//m3fg5+Oo6+dcninOd9GJxjASwVIGw/nJrVIzioPPMYN5c/4t6SvqSP7eQSUwPrzTs7MzWwue8+JJbtwnZT2gcDwf3hucCq4Tg866f2j44/h3Ig3mFddwfn5u1+abXPT7fYtKa7WaVXOwn15fXyuRSJhITDQatUoSot1yuWx5X6B1nB7KTCcmJiwHDTeDfP/6+rqRqZiTCOwQIDQaDXU6HRWLRSUSCe3s7KhYLJqeOCk/nKnFxUWrOSfFAAkWvYe3IUnfORb01w3YuEwOJhYLlhcv3UdwGBUYgkyUbrdr9b/Sfcu39fV1HRwcmKRfLBYz8f1QKKRarWalRZB0iL6AaU5OTsx7I0qem5uzawEqPDo6svrGbDarm5sbbWxsKJPJaG9vz/KgQGLkEfHELy8vtbu7K0km2ECke3Q0kO/OZrO2WXnmKKiB3xCDueJcLjcU8fjcHAaNhe9JK5KsfAV4io2P8+EQ4blK95Ez94zxos0eLQfJCSFGUSgUtLq6aou51WpZLr3b7WplZUXpdFrb29tKJBJG7OAa0ISGeIUj8fr1a21sbNhGdnZ2pmazaXW4vd6A0T4/P2/5aklG9rq7G3R+QqcZVbRQaMB25z0CmwHhTU9Pa3t722B3NmfgeV+vSn2mN7p+Ywhu0hik4Gd4xz7f6UcwEvVQKudggwZl8kbYR1ze6Ab3KJ/7fJvR8JHVQwPHNRjtYXDJz3onxZ8Xo0NtOvwG//vgvY2C+v01+jVCFMbcg0MRvCd/HqJtUjcYAq837wVX3vYcg46Ofw4oAMZiMeVyOUtzwLqfnp7W0dGRObg4KDizOIS8JxjkqA6SKgSJ4Ls4svPz8xZgoRGBchufbzQaWlhYMGfk+vpa9XrdSFnSvQwncz8ajVo3puXlZePD4GQxHyCiIfVKo5h+v2/8nV6vp1/84hdqt9vfDxb0141arab5+Xn1evciEyxw75UDIwAP5vN5NRoNhUKDGlJeFt5cLBZTMplUoVBQvV7XzMyMlpaWrI9spVKxhH6/39f6+rrR2wuFgubn5zU5OamXL19aje/GxoYqlYq63a4WFhZMlxTmIvkGvEiK5//iL/7CDPT+/r7lic7OzrSysmK5Xjz629vboXrdSCRixjeTydhmGIRL2Aje1vkIL9p74jgibKAsIDYFn6vjnF68w5ceAfOh/AVj0ss6zs7OqlQqmWwkcCL1h5999pm2tra0v79v0DEC/wh1VKtVy8lPTk4qn89rc3PTGjtMT0+r3W4biWtvb0+xWEzvvfee9Uc9PT01iAzImNIX/g/ppdvtqt1uKx6P6/z83GoOW62WlT3AtAbVYO4yP2ZmZuz9M0enp6dNqct3vvLQoc/V87NgjTbrxxtj5sQo4yt91dD5HGU4HFa73bboMWgccf78dfK3j3j99Xl0ZpThDx7f/5vf+YiZczGHPXOWc/qInp9RheCP65+Jfw6jnCCiWg/rYniDw9fw86w8B2MUogCigvFgL/m6MQqCzuVyhqJANovFYmq327b2kD7F+SXCJT0CNM4cg4hFSWe321Wz2bQSOZwccu60R6UzF80dKAkMhUIm24qDfnV1Zd3fUDD06btOp6N6vW57GXXioVBIr169srwy74suSfS7xkHi/NI9D+BtDuD3zgBLw4vN5xHxZiFYUcYCTEeOZGpqyqBNohIMRywWU7VaValUspq2vb09TUxMqFKp6Ec/+pFtJJBhoLtns1mtr6+rXC5b/hF6fSqVMlZ1vV7X7u6ueYgrKytqt9vKZDLa39/XxsaGOp1Bc/oPPvjAmk0cHh5qb2/PyFhA1EED6idEsFzk5OTEWuMFN76HnrX/A1xHtMsCk2SF90TEvBvqAfkZ5/SMaTZcyGxsaPSYJe+dzWaHugOFw2EVCgWdnZ2ZmDsEJUn66KOP7HlQ/0kzcHLwyWRSd3d3mp6ethQCddvk14B7yaMhAEFEiqMHW1W674RDXhuHCQOVyWRMnUoayO9dXV2ZkcdBYX6S2ghCyn6jG/X+/L8fMnY+j/91kSff88YAtjgbbzAlESRW+ciLzwVzud7Qco3e4I36t98XRsHT3iD7UiTOyfc8yiZp6Ll7LgPrIgipcyyuhz3KO0Ow5SORiKVmglwJ0mugVv58vG8+D2kveM/cL//2c9qPXq9njjCOGGRApDmppaf8x/+OICEUCpm+sidUwo84Pj4eciohxNF+s16vW86beXF3d2dywv1+3xTyUK0jSgbWJyLHIfYtNBlEvR4R9PA61wv8fXNzY53wPC/gbSjz99oA+2J0SUMUfDrU8AKg7XviFd+BCAATTtJQPhiJNdjSbDLAUtK95jQ5I3IKrVZLK7/T9f3oo4/U6w1YrYiFU5ifzWZ1eHioarWqV69emX4p10hOMR6PWw66Wq1+hdGIgAiDjYFFnMvlhvK86XTaaq694hDHCsJSPrL1mwWRMHlhv9ilexIJ74pJjyEL5prRiEZ6kuYILDgM+atXr7SxsWHt8w4PD/X8+XM1Gg1FIhEdHh5qfX3dzpPL5awsDHIHHYUoW0smk2o0GnaP19fXmpqaMmZ7qVRSLBazNIOPohD5uL29HaplD4VC2t/f16NHj4xMgoHNZDI6ODjQxMTEUEmcLzGJRqPmsPkNPriJ+tzoqM2Xd8XPvdHwDF1GkLQVNLw+x+rrcvlZMMJ+6Lo9muVL0b7OEQgey0ef/jP+GeAUjTo25x6VNw+uBY8ABTdh/9lgvhquinSfcpEeRh/C4fCDEe0oUpWHfUOhe1185qU0XHLGMTwbm70GMhtlPazb6+tra9FHVQC8hGQyaevXN4eAN8HaohuRJFOAI++LUYaD0e/3zagSnIBULi8vmwIWabTp6WmdnJxocnJSrVZLMzMzmp6eNsSKvDW9gOGdAK9LsmYorOWJiQnrry7J6vDfNr6XBrheryubzZoxBSZg4+dF8pDxvmGMkmu7urpSKpWyCcQCQDbS96SVBhN4d3fXNIpbrZaOjo60uLio8fFxHRwcSJIZ/GQyqbm5OY2Pj+tnP/uZ4vG4FhcXFYvFtLm5OQSPsMEuLCxoYWFBS0tL+ru/+zvb1FBe2t3dNQnDoJcuDStaUXLkI8x+v285D9i5d3d3XzG+5BSl+40VbzSY9/MiAZKGfh8KhaxekJpKHBtEDYC5/SaMFisEKTbNv/mbv9H8/Lw19P6DP/gDM2jkk/r9vlZWVtRqtex5IMp+eXmpRCKhRCJhSjidTkfpdNok6EKhkEFLkC5qtZpubm5UKpVMCzcej2t+fl6Hh4dGBmGTIwrvdrtKpVI6PT01B2FpackW+cHBgSKRiEF73e6gPzIoAs+czS1YJz1q+NzuqGh2lEGQZKQkPhOEQ0ehJb62mcjkoTEqb+q5HKSNPKnPf9dHf6PypNxLMPplLnrtAB9F8py9MRx13GCE64d/Pv45sf/4CgGerb9GkI6g4yDpK2IZwVx6MP+MccVAgKj0+30T7UBulTnE2gSlGR8ftxpZ6qBJNfX798xhoPx+v28pPmlAeOv1evZ55jbHJqjwESfng+mMHnyz2bSyqJWVFTvf2tqaqtWq1RRjsNm/yd2HQiFL8xC0YRPYF1utlkHKoF+k1U5PT5VMJlWpVEwGGRTRt/IcNb6XBli6L9YnqiJHw2T3Re6QFCQNUf47nY52d3cN6mBCkcdoNBpD3U1SqZQymYzK5bLVpj5//tzyILCikT8kN/Hzn/9cq6uryufzZvjIN6DpvLGxYRNpbm7Oyora7baJuNPUmo5JGHwGhhXiFF4+iwMdbE+8GUVQ4fmyaHFkgtGGhys5H1Eji9VL/nnWKPKZLGxJ9nlgqkgkYugDjdRpOZZIJKy++urqSgcHB1pZWVEymVSz2VQ+nzcWNMQyjCQiKKurq6boc3JyotXVVdVqNZ2enlrp0s3NjfL5vO7u7qyDVqfTUSKR0MXFhZaXlxWPx3V0dGS5MhwChE6ItMlrVatVLSwsWIkTUcPBwYFCoZCWlpYMuTk4OFA8Hrf6S4TkiQr4dxBK9ZGpN6A+T8lnKYfxv/fykDgD/F8a7iTkr8OnPILGwRt8fx0+tcEcGWUMffrCG/NRKEDQcXiI1DUqEh01HoqI/d+jPiN9VeDER+T+mbB+gnXRXB9EwFHXIN0btn6/r6mpKUUiEc3NzRkS2Gw21ev1rIwHUpnvjuSNFpA97wWEUZLJxGKcSefd3NwYaZCIFGKVdM83Qc2OfQO+xsnJicHFiURC5XLZIng6IRWLReONsF+gAYCEJXMYpyaXy2lyctKIal4jH7VBKkXo4ETJoiTt7+9ramrK2ppSl+zRu5Hv/sHffMdHrVYz5qx07/UHCQuegISRDuZPQqGQaequrKzYMYFfmICQYDqdjnK5nA4PD/Xhhx8qnU4b+WdlZUW3t7emaBWLxfT06VMlEgnb7I+Pj+3ax8bGjCA2PT2ts7MzffTRR5qfnzf1FnIYwC/tdtuMytzc3BBUl8/nJQ3nwII5qVAoZCLod3d3I0lYPiJOp9OWk8Qb95EGJT7Q99n4idCJ3PwGR14oSOLi3U1OTqpQKNgiLxaL2tnZUSaTUTqdtvZ90WhUlUrFiFJbW1t69uyZRd0/+MEPND8/r1/96lfGTPabDe/97m7QxILyr9XVVb1+/VpjY/dNE2A5RyIR+87FxYWOjo4sz8s9+1SFb/4QDoetCQiLvt/vWyoBAfput2tlSTQsSCaTX4FBGaOMX/DfPk3AfGDD9Z/1x/HvzBtfohsvBsH3g/9nBFMW/MFAeUM1KgIOHm/UCOZpg/f0tvz2N8l9B8+FYR91LH/do37nf8/PiNCCn8XQBFXNyCNLMjKhLwvyqNLk5OSQwhTGnIiYvTKIYmD8Qeog3HEtnDORSBhiVS6XhxS00KDv9/tWyZLP5y06nZubs0oRFK0QJWK/Pjk5scAoGo2a/OXd3Z1mZmaUzWbteXCtcEqkexRxamrKiJwoe9H+MBaLmdohvKFaraaFhQVT0kLrgUj9beN7a4AlWR5WkhkB6b6MAYPBhMII+NwxOV4MwuvXr22TY7Llcjnzkk5OTtRoNDQzMzNEDFlYWNDu7q7JqM3OziqVSllUjCTd7u6unj59apPOq8gcHx9rd3fXoiRKbi4uLiwKvri4GCoVYsPHAHLvQVKJJGMJAqsg2gGr/KHWa6enp0OMW559MBr2EClRGRuU31x51j4X5gfPHVLV06dPbXMpl8vm8GAw8/m8OSa5XE7NZlOTk5NWjtXpdLS2tqbPP/9ckvT06VOTlAOqQtauVqvp6dOn1onq5uZG+/v7hlZIMrbm06dPtbCwoHa7rS+//FJLS0vGkqe215clFQoFHR8fKxwOG7EMr7xYLJoY/NHRkdLptF6/fm3PLZfLWX6ZTc13ZhmVV2V4Y+Dzucxxn3vEiRqV96fGlAgC2BgD9zYjGXzPQYg4mKf1wzOSgySxhwzmQ9G3P9+o8dC1BB2fYI796xyD4HX4Y/somPdJPhJGLvdEVAcBkNTM3d2dvQvqbeEk1Go1k2Ak1895/PDER4w63AogZOaMPx57IMYPXgvRJ4FDOBxWqVQyh3RyctKaOFBi1Ov1TD3Lo2aJREK5XM6QMTQDpPuOSpIscuX50t4TxS2Il5HIoA+Ab5ZSqVSs0xYQNOnOfD5vkprX19dKpVLqdgda3793JCw/vKardG9k8e78RGNzke4VpIhsaGFIjTAkqHg8rsPDQ5VKJfOMLi8vtbW1pdPTUz179kwXFxf68MMPFYvFlM1m9cEHHxg0Tp611Wrp+PjYItp4PK67uzv95je/sXzH1dWVlpeXLaqqVqtDbNvb21tTtgJmloahMOjyXnOY35O79Brb3ggHB5ArI7gh+VzcQ4QgFijXErwm/ztvICipoF8zxA5pEA18+eWXls/tdDpaXl42WIuIHYgIre333nvPUIZYLKbj42OdnJxYXqlcLuuHP/yhQf1PnjzRzs6OdeAhn99qtfTll19qc3NTP/3pT/XkyRMrzgdulwblIYxoNKr9/X1zPHCmKPP47LPPNDU1ZTBYuVxWr9fT/Py8tS/kOF5nmbxZkHwUzLeOMjq9Xm8I3vc/9++Y90N/ajY7b7Q9POydAo7jryNosEYZx+Bc8mxYjukNcjCNMioqDzoKD22cDz2rUdf7ULTvI09PRPs6mJvv8My8iAhcALqgecQPshX7DaRQoFLPkB4fH9fMzIyVyvkSJs6N84n2MuuY+nMP+/rOTqB1ksxBJhqVpMPDQzNiGLV+v2+pm0QioUgkYtUrpEfQWkAestfrGZGRZiQQrpCJnZmZsf7f4+PjqtfrVncP/A5yREBBDbMfe3t7llrEYeYYvoph1PheG2AiM5+HxOsif+FhVwgKQIQYbhjSUOh9voM+wsiSkafDs3vx4oXVDEsDCJGm8ERy9XpdZ2dnVtPKOe/u7lQoFPTDH/5Q+/v7KpfLuru7U6VSsdIj+gVHIhFTumKTlr4q10femXPzs1wuJ+m+fy2yjyycUe0I2bD8psfm6TezsbGxoU4ylCawUePJkosiV+R7ufoyC0mWAyJ6hmTVaDT04sUL5XI5ra2tmdyjNCjKLxQKRviCeHd6empqWxD0pqentbKyor29Pb1+/VorKyuGhODE7O/v6+LiQhsbGwqFQpZPA9r79a9/rV/+8pdKpVJKJpNqtVrq9/sGvTWbzaEc29jYmMmJwrLnmsk/f/HFF7bIkcoMhYYFUNgM2YApvRiVixz1/iTZO6CbjScjef4EJRds4MG8J+vKzwtveIORqje+nNMbUsbXGUl/LaOMmkdofC746yLvb2Ik/f0HI+3gZx/KDxJt4pT65040C2rW7/ctfeUdHXgABBKSrHEJRgpVNU/aJCIFxfDnJ+WGshuoC46eNBDoQAQnSASk/JN9lN9TAghyMzExoa2tLYtEmaM3NzeanZ01fgiRNwTI29tbZbNZ6+ELUbPZbCqRSCgWixkMDlLl89mnp6cWqKB0RU02tcy8n1wup2w2q3B4IOm7ublpvBT28Vqt9lb043unhBUc3gAHjVHwDxMYT46cYDQaNXIUVHeaP8O4YwPk+5OTk3r06JG1sIPc0+vdt1A7Pj62l7W/v2+eIvXAMzMzyufzmp6e1qeffmqbhu+t2Wq1dHNzYzkUtIqD5KlgxMHihmDmFzhGjUjlISEORDyIlCDjAEMRlWBEcUqQcmRz8IuRCJDIwKvV4EDl83mTaRwbG1OtVhtaHKVSyUoYpqamtLq6akbx7OxM77zzjtVLS9Ly8rLGx8d1dHRkLcykQQ44mUzq6OhI/X5fGxsbZhwTiYSVM5CPRuD+4ODAnJr9/f2hSJIaRjqmXF5e6vz83J51OBw2YYdodNCFCcb89fW1dnZ2DJHJZrNGupLuS4V4nhhMNly/GY6COjEGXtrUzyH/fz4LRyCYQvDvkOvw6ys4RuWug+vWR4DB8ZCBDBo/f03B4wQNNp/z69pH6D4VxfVxHG9cRt3TqOHv10eMoBn+Hlm/PhUWvBfmARUdkK8wvnyX8jbuj2uHjyDJUmETExNDhDz/rKjrpRaXa2ade4EeKhzIwfo2g36eoMQHGgfqiOgHPByQpeXlZetix/0mEgmFw2GrNDg+PjapSBwNIlUa4JAqmpiYULVa1ezs7BCCuLu7q1QqpWw2awqFb968sSCAEY/H9dFHH/3+KGE9NLyn7V+wj6rI4yF6jzILnh+5FTZQoIh+f1C6s7S0ZNEpFHbYr7lcTt1uV/V63Yg8c3NzVrw+Nzenra0tU9Wiv/D+/r55mNHoQJO61+sZI9oXzC8sLEgaJlVxfdL9JkcXIp6FJwf5PB2fR+YtWIrEQvIbjs8bSjIUwddYI6uJYAhykAiieI80HA6bGIok/eQnP7Fo9fb21rpS3d7emjLW1NSUlpeXrTPS9va2nj9/bkbj448/VqfTUT6ft8jSE6DevHmjZDJpjO1MJqOLiwu9fPlSs7OzFnkjxRcOh400Rd7p/fff18TEhJaWlnR9fa03b96YWAibDvkocmaQq4AHIVpRw+jfET1JgSExDN5w+hKlaDRqjd+D84L/k+vyZS1+nngDw3uHSOiNrqShEhZfGhU87yhImXsaFbH7eSkNs5OD0aZ3EjiuX//+fD6v7Y/vja0/hj8vEZ3/Gc85aGyDKI6Psv09ci5vfIPvi3XmnxXXzjXze76LIcaxwEHzkDaROfX0GE/ERjwTOwhV+4gWo0006ZsiMHDMw+GwksmksbNx3NFxRiEL9St0FKjTn5iYULPZVCwWs8YQRPNUwVxeXlo/5JWVFUtZcb1+XwWKbjabWlhYMCNN1Qt61KQBS6WS1tbWrIkHanQ41w+N770B9vkfJicLPmiUJRnbNh6P2zGAg8/Pz80Y+AXz7NkzIy+xYKkJo28vxd7UiT1+/FifffaZSa61Wi2tr69bFPjy5UsdHh7aOZioLDbOc3V1ZYYRg+jLFLz3TkTpo0w/2Fh9xEJROucgTyzJPD3yzfTMxHOkRaA/NtfI5A+Hw8bwphSgWq0qHA4rlUppfHzcyrok6eXLl+b14rmTC3706JG2t7dVrVaVzWatD2kmk9GLFy/sGW5sbBiszfuHlTk7O2tED4gfNzc3Wlxc1KeffmqbB84auarNzU0rVVtfX7duKr3eQD2oUChYVxfyVqlUylinzE3fng22KCxTHBk2vbOzM4vsvaHwtcbkhvmdd5QikYhtXj494aFRv7n7nD2RDhstz5Fjg/R4WJxohvfOd4IGzpcZjcpZB42vNzhBuJjP4hgGnQD2B88F8RumZ48zlz1jmucRZFE/hD4Fja8/XzCKHfXZ4HGCkTxOeRC5CH7P74Mclz1CupeIZQ7BAKb5B40SaMHozwesHQ4PSF6NRkPJZNJqf0lr+NpeokuulTavtP+8uLhQsVhUpVKx77LeSOFks1lzIBuNhsLhsCYmJpRKpVQul1UoFIb2QAhYMzMzVvHR6/XMYSBv7CFpSo+47ng8bgTIw8ND3d7emvhHp9MxQtdD43tvgFmUwQnMQ2HhebIQjLggrOU9yVAoZJ04zs/PlU6ntbm5aQsdKnu5XLaoD0Zdvz9QqaJmdX5+3qIcavBWVlYUj8fVaDTsxQLD4tmyoUsDI8hm4jdknsEoooe/R/+82FDYfICgc7mcxsbGrJ6Y4Z0RnBBYlkDUPvLyzoQkUyUD+mRD55mtrq5qZ2fHPGCiYmr+crmcCQfAUDw4OLD2gWNjY1pbWzPkAmYy5T7UJLLQS6XSkL7z6uqqbUDMA3qMTk5Oam9vTxsbG7q7u7MepUdHR5qfn9fR0ZEuLy9NWIAUA4o6XszFR6yJRELVatVyuNQ+wg/AOYKt7o2GTy8QEVMaReTt5T89c3qUEfAGzs8XnAXeo8+rYuj9GoIcxgbMHx+1eQPmIVzP1/DGOkhw8XPRR95Bg+ifFesguBZ8dB78fvBaRxnL4P+DRtD/O/i9r0sNBiN41NhwjoJsdsZDuXRy+exRjGg0aqka1ikNZiARAlMzd+E4TE1NaWxszHTXLy4uNDMzY01vmIONRkOlUsn6C6dSKVvHoIn1el3tdlvLy8saGxvT4eGhXQMQM93PeF8Qs0iRIAmMyM7MzIytQ4z6zMyMfRct/3g8bulH0o43NzfKZDK6ubmx8kf6BNCYoVarGcr30PjeG+BgHsfDdH4Se6PkSSwsTO8hEz1NT09bvdjnn39umzKf29vbs4bRwHWPHz82Q04k88UXX1guDWjj8vLSIBzPTgbuubu7M8Yzrfg8VOgNrVf8YvMbRQ7x0URw04Js0O9/NSfsIxbgVGkY+vZkB+leqpLPh8Nhk1jk30h/jo+Pa2lpSQcHB/bsYKyTq8nn85YqKJVK9l0M4fHxsbLZrAqFgra3txUODxp7Y7RXVlZ0cXGhk5MTHR4eqlgsqtFoGDlufHxc7XZbs7OzSqfT1lWrWq0qnU5bCVOv19Pe3p6poNFVpVarGVRLWc/s7KwajYYRaJhbs7OzikQiKpVKkmSCkt/urQAAIABJREFUIUQlOGOgAs1m08Rkgjrc/Bsjy+Z8fn5u5DQ/0Ev36IlfBzx3HFDfVYYIGNRklCHi/nmHzJ9R6/BtOWPvFPi17JEfn59leEQmGAEGh19DjFFQrzfgQWPL571B9AZ71LmDxtcfc9R1hkIhq5oIXqtPCQTv3x8TEpakoRam/t3QShGUxH+PPRVDPjs7q3g8bmV1GFWuIRwOWyTK3lAsFjUxMWGIF8IgtVpNuVzOyjYLhYLNPep9Z2dnbQ3gALTbbRUKBZ2enlq0e3d3Z+WINHgA1sYB59mQ8kkkEmo2m4aGgaSgGkZNP8aW64/FYkbMfGh870lY0n10iDEOLoDgwIAFP8PGE4kMGiugd9pqtSwv0e8P+s+Sqy2VSmq1WkYAmJ2dtQiZJtO8/Lu7O4sC/bUC/XgHghq0QqEg6X6zAAIEKu12u8ZgRgfaLz6/ybKAfISBweUZSjKPlIGkZXDRAp1yLv4O5ok5H5+H5MH/QQd8L87Hjx/r7OzMYCzSBBsbG5qZmTEIaXx8XPv7+/Z/evM+efJElUrFcrZAW3QkYnFLso1iY2PDrpOF3Ol0VCgUhkhP8Xjc1HLOz8+NKd/rDQh0bD5sCHTf4pmn02nLcR0dHdl8gDzjnw1ODLk6tHeJYryHzzMCSeCdMm+CIg5+cB7OTTTAcw06sD6PyvBlSUHFpuAmFTRgQUPyEInKO5/Bz4wyqP7c3oB6p2PU970BDkbm/h68sxt8Lt7B8OcdNfznvKPtj+ODi1FOSdD54HxB6B7IGaQKR1eSoUDB544uNGV/0ehAspc0DDKsCwsLGhsbU7lcHkKt4vG4OYuUPaEXPT4+rk6nY3CxZ2GTw767u7N0C2qGkFlxEknbdDode4ac08PolHExf+g856VY6/W69Sb2FQywrqmuCIfD+rM/+zM1Go2RJKzfCwOcTqdtkgXzn37BBvNAvu7NR4yZTMY2eZL68XjcIA88RZ/kl2QSadSnAkuGQiHLNVBHWa1W7aXDjmZx3dzcGIkLL9R78nd3d0NlQ9T+hUIhVSoVM8Q+Zx3Mg7FZUtpElF2tVq2Pso+EU6mUXQfX4id1EB5n0+czPiKShvNhLE50aCnRmZubswYYW1tburu7MxLX1NSUPa9er6f19XWdnJzo+vpayWTSUAWi76mpKV1dXWlqasryPOPj49rc3NT5+blSqZTl+TG2EETwrvH0UceijpGcFJ+rVquWX6LvKZsUHATKi+r1ukH4vtsKRi9Ytzo2NqZcLmft1YCnmT9IoqbT6SEDw3Pyc4JoluERFf/HR6KsneA7DP7bG2cPRUvDpVHeoPhr8aQpHyGOipq9kMioHK0ffp2P+kwwwvXojx8+8h1l9P2xR6FRwRG8p+CexHG4xuA1eX6Gdy6C9/O2QXtB/5w5P5wG3hekVfQSwuGw5VB9z2uuC4Y0ZUpUlczPz6tcLpvKIIb29vZW7XbbeB5cF3B5r9czPgeITDqdtmoJWpLOzs4OdT1rNptGGIWERnABekhAlMlkTC2P/DE11Ah0dDod/fmf/7lOTk5+f1nQftPn/9J9nVwQHgqSQvzExnAAN7AA4/H4UKlHsMEzxAXEFWA+kwehzReGIRqN6vz83MgB3lMNbl7Ak5FIRLVazYwFYxQblGsLesJ4lhw3m82qWq2a8eZ4wYil0WiYshTRTTC/5Z0bNlXvOASjDr9pSrLC/qWlJSsjAtpdWFhQKDTQSW6327q8vNTCwoIODw+VyWQstwx8Njk5aZHq2dmZ5YByuZwikUHbtEQiobm5ObXbbXPciDYPDw+VSqWsRhG2Mu8fEheRrGdZE5kDBSN24iFhGoHA4jw7O7PIeW5uTqenp19hK4OmUJbhI3iiV0RE7u7uLCfsHSFfTzzKsPi1MGoeBocnR3Gd3tHzaQr+9sbYQ8g++vWO8ygIl3XKPBuVdgper0ds/LWN2j9wakY9I44dNJB+vnsnJYhIBZ/dNzW+o1CH4NrzzzoY0VMBQokg79Q3hsDpA0YmgCAoiEQG2uZAyAsLC7YuVldXbY/q9/umrcC6xGBD4Do/P7f1CywOb2ZiYsI6oZ2dnen8/FyZTGYoH1wul61SIJlM2hpCCcuLEqXT6f+Xvbf5bXTb0vseUtQHJVGkREpiSaWqe04d9+1Gw3EDMTwJAjhBRomRABnECeBBRh4lMBAEBvwHZBggY48DBIGnztwND3rSPWkYuMf3nnvOrVKpJFH8FClSKlF8M+D9LT7c9VJ17u3EuI1TGyiURL18P/a79/p41rPWkqSAw0Hb8JileX4zqY7ITr4nzfcZaUigfO4c5Y2fhAJGCbJg+N03Jdacb/50g7NIJQW9nL/TB5bJBnrxl3l3d6dms6lisai3b99KmpdGKxaLkZNGD0r6SBIr9bg08G+73dbBwcGSJ0obQ55TWi7MwPfwnhFkkLkajcaSwCTOzKAget7gfAzmN0/YpnPuhgDMS3olY2B0Oh3VajVNp9OAusjTPj8/lzSvCLS/v6/j42ONx+OoJ7u1tRVVzEajUSAM3M/NzU2QRkh5oOwn8f7d3d1ogkENauLq1KWlXB1dtICcJ5NJeLVugFD8g0bnzAEpWfv7+1ES8/7+XoeHh6FkPaWJdQ6kDayHQqUSF/EyroOxhGCFbe0K1Qla/s6ei5+y7hiOtOStG94Dv7Nenb/BcB4A53WSFuseZepeqqfH+eDaaVjER54RyeeposvzMFcJ4tRI8bnzfZEq4fRYzuPks3Rv+bP4uXi3GKNuJGFgSsuEK/5eq9ViHW5tbQXn5fHxMeK4tVot2qiORqNodp9lWXijlH5cW1sLDxkYGQgcZIprUszm48ePmkwmOjo6Ur/f16tXrzQej/Xw8KBOp7NUFhOOxfb2dhi4/X4/mkQUi8UoLUwP8L29vTCqy+VyhKoIpxwdHalcLqtSqeju7k7D4TBkZ14+OOMnoYB5eY1GIywXt+xSBZUyBaXFRkCgeZwWL4LvuQUJCYeUGbxa4ioU0R8Oh2o0GiHAWcSwh11gUEt1Y2NDm5ubevHixSebN4XVn/NQPHGcZ02hM4g2qUKmrKPPm5dCzBMg/lkqIBCSKMxCoRCbTFI0vqaW82g00mQy0cuXL0OZ3NzcaGNjI+LvpCZ4fm273Q5lDQrhTPhms6m3b99Gjeksy3RxcRENDyi0znutVCrRslJSpGtgZd/e3gYbEyWGQQeE9vLly7DuUYYUTuj1elEOlZgTCpw4OZ7GaDTSaDQK75xKboQeWLvpOvA4bxqS4HcPg/h6YQ8x/L26t5cq4TyP1BWb3xvHYyRIyyRL4ttusDra5eGnVKGle2NV3Nbh8dQzTVGcFN3hmZhffwfOvXB0Kc8J8POlnrYf68+EgZW3tz30kD67tCBfsVZh+aJMka8Yr8DBNK3HK9zc3FSn01GWZUuFNwaDgYrFYmROwI8AZt7b29NkMlGz2VS3242GCNIiXkuOLu+51WppOp3G92hYQuEk6gjQmQwDF8VMHYjJZKKTkxPVarXoyf3w8BCE2b29vVC2wNNe5hjYetX4SShgBlazQyp58ZA8azONsXosCSHnucPkiGKFcW5Xdv7yESCNRiM6ahDPgCDjQo8cy9Ta5f5dIBYKhZVeK/dDiy5/ZgaQpw88NofgXOj5ZyAO/J5Cbq5EEDDj8Vjffvut6vW6Xr58qXa7rdFoFD15eX6UI8S4Dx8+qFarqd/vazweR6oY1i2NNsjNHgwGUROaRH2UHIPKXWtra+r1eur3+5FW4SlGbsAB55FOBAzKu6aYCNXWZrNZeK2dTieKqlC+8sWLF5pMJpEKQrEBit4TgyLeidLe3t6O9Io0NEDBgZREhZIGPkNx8e5SAhXvMh3u/XHudA2kwxUc69ARk9Roc5KfcwncE+Y8HoLx7yC0fb+4wer74jkSmCvDPGXmcHNejNtHavBwvTQc5nLI55DPgYoxmuj2M51Ol94j907mBQx9vo9BSAoe+8qfzb1jys8+PT1FtTb2Hwo77flLnNhZ8sPhUHd3d5EGNB6PVa/X1e12o2IcnY4o6Yus+/jxY6QVoQhR5vT6prYD3ch4FvoM7+/vLyEnlO0ErUQR7+zsLBEueV4Ki6waPykFDHRbr9eXNlu6kVjQCKM0VsrGgEhDsW+EVqFQiDqoCFmUtudGSoom0Q6zIBB4kQhINom03ESC393j5TlYjF5AA1KaE7WAs70EZbFY1NHRkbJsTobw4yFzufeRl1aCwHSihbc5Q+A+PDwEvI8Co27z+fl5wOrA9SjDSqWi/f19DYdDTadTNRqNSPfp9/sxd8BebGw2N/dN+8j379/r9evXkUbA+7i7u4vC8R4WYO79f0mhgGELo9Ap53d/f6+jo6PISSQ+i0HmkDQGBe+VEqAYaM5eRpB5gQO6yPi74dkgd31uuEJYBak9p1jTc0n5lbF8HfGZr/NVcDfndCXIedwwyvs+CjP1VFIlx9pJ74P176iTD58X38Mek07ngOHGa95IZUV6XvYn1a4w1KiIlULmsNox/OgI513j2D/kytdqtVC+eJV4sig1N5RIpwTJ6vV6qtVqgS6SDkRMuFicdwdjD15cXISMJrPhw4cPAYOjrC8vL9VsNkNx4xEjj/v9vg4ODsJxgivCnO3t7QWKRKpfp9PRxsaGGo2G9vf3A+Ku1WrRiIJyu4TLnvOAfxIs6LwBHLcK4nFvziFdjx0DhWHxAYG5InKYkKLejBSm8s+5t1WCwb1dhltebjgUi8VQxAcHBwGZFwqFTzxbBseRg+fXhejV6/WiWhVEH2lRmo/5cciQ50sNIP6tra3FBgW+b7VakXTP89BmEAFxeXkZMBTvolarhbVMDHRtbV5IwGPHHo6AsXl4eBhwNz1BieECVeGxu/CD2IRVT3oGyp7nrlarqlQqYWTApl5bm5cArFarMQ/SHGojX7hUKunm5iagZcqlonhpvUisDAXt8c/PKbW8NfccmST1dn29pEauK6PUu/V9mLdenhspxJ1nWKfoVvoMrvxc2abv2a+5iumcNzine+nMkz9zOhcOqz/nhXN8+syz2SzIR2mLPCdVgoq4LMMDBM0iI4F0n1arpeFwqJ2dnaXGCalBhnHvYYL19fVgM5MqxD/n7cxmsyWEkT3GtVKoF6P+5OREW1tb2tra0vn5eRQBoS5AqVQKY4RWpWRCILezbEEYw+HCc2Z/EU48PDxcin1vbm7qr/7qr1ayoH+yChj2msebWOh58SHfJA6douzcQyiXy0tWp38nVZ6uiNI4Gsf8mJ9pFuELnlQlSaGAMTzco05jwO7teoyXe0tLcTLIw+MYNijPnCcc+d3jX+RKQzjiWYjj3N/f6+TkJKxyGM7SnCTm3h0kqY8fPwZcBLkCWHo2m0VPVM9PPj4+jraAKGbgb0rgIZQkLcVWif9KilrSwNukOeG9c3/D4TAU6mw2i3ZmpJHBkqYe7WAw0Gw2r+1NLiTKF2GRxlM9X5vxnGL9sWOVQvf1ngezpsen63+VMl11Tv+exzZd+T6nLNN1nXqofJb3vHlGiN+P36s/V54SRgGtIqG58e/Pm2fEcA3IjSBSyLAUcgc9AEKW5uEywj7sa4xumhVUq1Wtr6+r3W7HXmAPoMh5HuqOS3NZAXOansUoUFjRxFjxKIGC3cBHzoI6keNPGUlpEe/e3NwM5Am5SX7w/f29dnd3o4sUGSkvXrzQzc2Nbm9vA1Z/eHiIQj3ExEHwvv/+e1WrVf35n/+5hsPhTzcNKW/4pvGF77EbFCJKmfids3tpbCAtoCw8QI99IejTzevCwe/NYz1+jMNgHAN87OfMsizIWniV7XY7vFdXeByHInao2VOBHAXgd4fU2XBuAadeRCoAmXv+xzvnuhBASMnxlC73BCAgXV5eqtFoRBrRw8OD3r9/r1KpFIUniIsChQO7kYKBd0+HqUKhEB1YqEELAQsPHIUJ2xJW5vr6ulqtVhDm9vf3g3SFx4UFzrkgUiFExuNxdJTiOiAEXAePhTjzbDZbahEnKSoR+dr5MeM5r5G/8/5XKcy886wiZKXQLIrF11KeQk7Pnff5KkXqhrB/7/dR2uk582K86fxzLUiXrIO84U4Ce8VjxU409bg4xppzN9zjT5/RCXco5Ol0GhkePAP7kVCGK3Jpgcitr68vpQM5gbFQKATXAuSrUChEXn2pVNL19XWEcKgJwPXhZbCX6ZzEc4/HYx0dHUXTBWBy9hZhnmq1GseRUkl54IuLC+3s7ARnY319Xb1eT8fHx9rd3Q3IvFSaN805PT1Vu91+Nizzk1XAnU4n8l19g7DhfXMiWDxFgd89zuQEFogr0+k0OihJ+Ra1D/eO8bhQ6Fh7s9ksrM8syyJ1yOGdQqEQsZUU3uI+ZrPZUlyYnrUMimuknrr/v7a2FtY0G5y/E+Ph3p3wwjEpNMnzT6fTyIfe3t7W7u5upB/xd5Tx09NTVK5qt9u6urqKOAzVyrwo/Hg8jlgQ1vHXX38dzOjpdKpmsxkEkCzLIt5K/Eiap2R4rNWfCQFFzG08HoeC53iEEQKEeJezefk5hfKJfxH3IuVIWvRMJTedVK40vvpjxo9ByHi/zqRN14wbcD7cSPPPnKyUxkDzlGEedJ33DM9997lnW+VppsZzek6HidO97QQtlBYZEp4qCUScevScn/tyhZcqeL/f9L24we9zgaLrdDrB/kU2unxjICcxxPk7a3c6nZeHpGgNJSshqrIn6vV6hLVo3zkajVSr1SLbgTaC7H8QsNlsFkVmQIAKhUJ4qbQvbTabkcaYZZk+fPgQzgMMb8rgjsfjaP/p+c/9fl8nJyd6enqKdCXSsEDM8owvHz9ZBcxwYcnv0qeCB0GablY2CwuPuIXDzXwPbzFlSvqGdGXFdfEeYVZLC0XgAt9/Jj7rKViSlmK3PAtFO1z58mw+J1J+o3M8M+bBn8vjY2zc1CPhc86PJ0dxESxjcgS3traiBCibiCpjHosGah4MBhE/QpFub29HYj2tw9bX17Wzs6Pr6+tABrIsC4tf0ieEJd5byrDd3t4Ochgb2VuvAZ3DSi2VSrq8vIwex9QVn0wm8d57vV6U6pQWNb75H5Z0oVCIGDBC20lJv+94DmL1/eL7wa/pa8eVyCrFnO4T5zj4cCWYkpHS4/znPKWT91ypovL1nT5/alBKizxkR2zc0ORY3/MoDpQYP/u9s294xw5Nu2LPiy37/aayju/AuKduMh46ChU0iL0jKYhHo9FoqVcvJMzHx0cNh8NQstRe5p1CZOLaOB9e7x5CqVcTRIHTkAIGsrc3JZyDx91qtXR6eqrRaKTXr1/rw4cPkuZpqyBxlJ/c2NhQp9MJY5dwWJbNWxPSEvX6+lovXrzQ/f293rx5o1arpb/+679eub5+8go4tdh9MXp93zz4WFoQjtzzZCMAgfB3LCyHiVLB4d6CQ71sOs89dms8JVPBdGY8PT1FCUlpATcfHBwswXvScunKdLgwcqs6tfY8pcghxfRczDPz4CXzgOEeHh6izB0WppOabm5udHh4qFJp3sAe5eNpBNVqNcIIeJx0boExPR6P1e/3tbOzE8oTi3w8HoeC9zgvnj4eOQraa0l7apB7IMwL11xbW4tqaVRJw4vnffj64L1B9PL+qxg/Dtn7eX7X8TkY2t/pKjJR3rv3teGGMH/jcz+X70GURRpfTeHV1HNM0avnvEE3BPy8bhz48/p9p0xsfnYi0iruCXvdURffU/zOPuF8Pg/8nipinxc3Hrl/jDq6hr148SLincDQGIMuoyhWkcos0v/YsxSXQY5Jivxb5oq8YhoaHBwcqFwu6/b2VoeHh8FsLhbnjVVoloLc7vf78Xd4LaSLlkol1ev1qLFPWtLp6anq9bru7+8jP5kKfMDL5PhT6pLSmKQG1uv1IGc5pyRv/KQVsG+0FFpl4aQKJlWcfAdFyEKHNch3HDZOSV15QopN6l4tCxnSztPTovcnViHwS7fbVb1el7RIu+IzT0minZ2TtNKN7PPjwiov3ufzyKZj46W9iF2QEOdZW1vUQQb2mkwmur+/1/7+vnZ3d3V4eKiLi4tIMZpMJuEdYjlvbGzo4OBArVZLL1++VLlcjk3S6XSihjTP2Ww2o2LOxsaG9vb2Iq0JpXp8fBwl89z7h2UMCQrCB4aAM0xT75+5ossK6wHLXVrA/DRvcAEHs344HEZ6FHPr+cmz2WzJoEvfWzryYNXPfY/1/pxHmp7Dv4Pn4mvM75fvoahZL9xbqrz8unzXIfz03vOUe55xsApSzFNynM/z9VEK7v2mVeP8OfAQXV547NfRrzzjhGv4emIfkkuOx8s9u4EnzQvwgD49Pj5GJTigZGQcVePgQZB+B0ejWFxkE6yvr2s8Hmt9fT1yeguFQuwn9tHHjx+jElW32w1eCHWgqaXuHAfaM/q+SrMkXJY/PDzom2++0WAwUKfTUbVa1eHhYRCy1tbWovfxbDaLEpmbm5uq1WoRe6YaHigAxUtWjZ+0AgaKBcbxzZ5a0a5kUVBOq3dImAVEwJ9YrgvOPCXn3jiLTFqU3gOaxEpk03l+c97gvJ7/fHh4GPEOL0PJveQZBKmh4pZvnhHz8ePHyL2FPOGK2xsK4K2h/CASQVq6ubkJ5bO5uanT01M9Pj5GUn2xOCd10P2HeXl4eND19bWenp706tWrKMc4mUzCiHFlCiHDvZenp6dQ0A7/AqcVi8s1lLe3t5e8Nu47hRH93aTxNDwMZ5bzGcKLe8GzL5VKEUZgzjH8yLnmeZ4bqcLL8/L8GaTVlaN8pMZHnjHCuZgT9/wcVmXv5RmBqcfs95LC12405/2+aq5SZZt6mh52Yvj958Hpfp+z2WzJQEyJjenz+xym3n9qILuypCIV94lB6TIKuQfCQwMRV/48Hw4AMgvDFBKjtMhbb7fbkWubZVnUZcehcIV8c3Oj9fV11ev1SO/jOJetKGpSBXku6r5TGIPUPdL+Dg4OAm2r1+tLrT8hrpLCBLpGdS/KY25tbanT6YSX3mw21W63c41Zxk9aATN8sfoidmuehYYF6pZ6SoMHlsB69e/4NTl3HhTGIuW60OHpCAJ7tlQqRQ9iNgIEMxRzHqwlLVJ++DnPsk9jdqngTJUu1wAOJXUGRcIcYZVKCpi0UCiE4sUq9jZoQL3ElajUc3h4GHl+tVpNJycnarfb0bEKEgU5jggRvFUXZMBewFkeR93Y2IjUI0lLheOx+En6R/mlAtTXgw9/1w6TupfE/FAYgbXmYRDWTqFQiPg3AoL3uEpB+jt1Y3DV+LGwNPe/avi9+HX9/KnSWqVcU8961fXT5/K17fOT94yOnGE4+n3wzhzlSp/T78n/d48ZIg9/czQsD5VjDtLzu0zz+XUiI14gBjFlGNPQWLlcjg5H/I3nn81mur29VbE4J1PhMUsL43E2m0Xhos3NzXBOgHuRDRyfZVl4onQsYx8QZ2aesiyLNoc4K9zzdDpdqp4lLYrRkPJE8Z/Ly8uQT9VqNToozWazqADG+6GgCEWGqGRHZgmhpVXjRyvgQqGwJukvJV1kWfaPCoXC/y3p57/9c01SP8uyP/ux5/tDHB5TdUubjcRneGxYhR7/dSiIjQJU4/FfPFquyyLCU/IKKtwDiepAUtRLZaOx8WFFk3okfRq7ZbBxXSG6cZDCzelneccgCEnLgdLPwJjgmnz/6OhIvV5Pu7u7ASVDGkMho0ioitNsNjWZTHR9fR0bdzAYRBcWPFDgaa6JEKdON94shCwUGLVj6fXJpvam5EDEeCYwt7MsCyHBffDP43rMSZ6Adg+KdCt+Bjr0tQWsx5ringkHSPkpSHlrI++YVd97Lv7opKO87/q5/Xycw7/vx6ckL/YO7yBv5BGh+JzPVhkn6TO6V8pwhfXcfPO+Qd/8XeOZpYZuCp/7tfic+cvz9P1Y1jxrlMIak8kkPFzOSRiFOe12u+GB8g9vmGvd3d3p4OBgiVDl/JWnp6fICKDAjDO/Z7N5JzaelVaChFbI8GCuKAFZKBQCCSNmzblJH6TUL4xoZBPPNZvNIq2JpieTyUTdbldPT0/q9XpBIgNFrNfrkTZ4cnISzVTIJV41fhcP+J9J+oWkvd9O8j+2xfG/Sxqs+N4f/EjjNAy3sN3S9DQj91Cl5UYIbqUDSWM5sgGd5eyWbBpPw2LEcr2/v48UHxfoeN15z5cHLfNsDhG7cv2c1e6bP934sAjJsSVPj1q0PBfzB0RE3AbSBf1DibVk2TzmSe4daRInJyd6//79Uh4wqAECZW9vL6AwSBXEmsgP5j3QPMOLDXioAm+cogOsC+4ZT7tYLIYiZy0AcfFOMKx8TlOvD0gty7LwvBnAinyPdecxw1Xjx3i7fl95x+VBwKvOnx7ryiU1YHm21ABE8PtwpZqn9FK4lvlhHztKkZ7DjfMUCUpDScCUfrwPTy/yd5bOH8/Ju3OFnj4/CtvfTZ6xzKDoxObmZsDDoHYoRmQO6xO5s7a2FlAxcwaxqVick8IoJYmHvbOzE0RHno+SrBjplK4EDYPIuLm5GZXiDg4ONB6PY0+zj6gahwFBGGh/f18XFxeazWYR563VahqNRtEBrd/v6+zsLJ5nPB5HZkiWZdEch1allUpFV1dXUVGPDAWchUqlEvuTeVo1fpQCLhQKLyX9V5L+N0n/S/K3gqT/TtJ//mPO9Yc40kpQDOLDeV6etFBcXl3IhRTeL0xBt3ilRZ9WP58LGL6DB+nwa6VSiXgoC8TPg2Aj7utCwC1pNjXxnTT27Rt3lYeE4nV4zOcAReL1lUnCJz4ESQtWNkXbaXxNkQoUIv0/qSE7mUxCgV9cXIQVCtOSIgCSgowBw3M2m0WqECzs6XSq9+/fLxFESqWS9vf3QwhRiatQKHwSq/UiAGtrayFEUuWaF0f04e8Dj9fXJPPIWsT7c48EwQq0nyqEvPeaesTPKd/PKW43YvPOnecJ582BH+PkAoYaAAAgAElEQVTf8flwbzyF9N14YpCdkCpd9+ZSxCjvvvmOK02u7Z71c8YJhmhqRLAH0z3phoDnp6boQ951/HnYAyheoGP25NbW1hK6VSwWlwxI1le5XFa/34+1zj2Uy+VI4XHSl6Qlp4T7A+VBHu3u7uro6Cjy2lGulIj1OOzu7q6q1Wp4saBou7u7Oj8/1/n5ue7u7rS1tRXK9+PHj+p0OprNZlGHnXrYd3d36na7qlarYaiglDG+iRnTeQ2yLKjYc/vjx3rA/4ekfy6pkvO3/1TSdZZlv/qR5/qDG1gu6WCBs3kQbBBhfFFzzMbGxhIpANjQFZl7JO6ZsAHdg0EhsDhYlNvb22EBcs104z636fye8a74birIXPClCjkvrs1gMWKte0yIOqr39/fqdDoqFucszPPz8yUvG1IFVmu5XA44dW9vT4VCIRTr+vq6Xr9+rX6/r1arpd3dXX311VcBoaF4SYGgFuxsNifSDQaDpWLtNDxAYDw9PUUZOvIMSS/q9XpLSoBzeo1aSB48W56hk74nh2B5r3Q/AhZkvmDHs/4oAAP8DtyeCvT0Z67t43NKlmfw9ZcONzhSpbbqeo5CpbDsKsOYdegGryNFeHTMnXvYKczs3njqRabPlv7O3kAZcy/e1CA1frxjVaFQiDxU9mM6X3mIls9zGuZg+L14KhKDsIWkgJDhHRD7dAOe7zgMTN9q5lpSKHT3fjFMZrNZQMcgYvBUPnz4EJ5tu93Ww8ODms2mPnz4EN2+4EegTIGBmY/NzU2NRiNVKpXIbDg7OwvomLknXry3t6e9vT1dXFxoe3s7KuNlWbZUFYwe78iMXq8Xz+hd1fLGZxVwoVD4R5JaWZb9VaFQ+Ic5h/wPkv6vZ77/TyX9U0l69erV5y73BzXyGhWQj+ojZQ26ImJh57EpUyUHNEkeJ0oVLw5WNbAuMRHKwLnVnV7HlQMCyzexe7FSfqk8hzX991UeFFCpM5Nns1nAM9PpNFAGlMn6+np0V8FLJQ2BYhytVkvNZjOIGHd3d/rZz36mu7s7bWxsaDAYhCJGKc1msyBfUCQjyzK9ffs2BCLWOE3JUe7EoKW5khsOhzo8PFwKCRwcHESeMNcpFotLRTxQ1i7w3Fvz4QqZYyl0jwJBcbJOCEFkWRYVvRAAFL0nNp2+WwS99Gk3qzRP9HMjVWJ8l3Xla4/rpz+na8rhzjz4mblyAhTP4uvfSW0+PNsh775XoT8ck6egUyPCwzQpSsRxxBU5BnKQe7fMI99Z5eG7YZ3ej4c8PJbtn+FA7OzsqFarqd1u5yoUSJf8jSIz7DtH8Fzxc37kEa0xWdMw+9+/fx/39vDwoIODA00mE3348CH2DuVci8ViNEQhq6JUKkWrQuqrAzEPh8PopCbNoXRiuvQjZh/jQEDEojcxjRlAA5DfEErzjCTGj/GA/xNJ/3WhUPgvJW1J2isUCv9nlmX/pFAolCT9t5L+41VfzrLsX0r6l9K8GcOPuN4f9HBP2atJSZ8WEmAUi8UlIeleLjAyCz7LlqvG0J6uUChEjJIUAM5Njh33IH0qSPIES2rBpgIv/W7qoflmd+XOuVns0gIKo6oVsafxeBxFMsjjY5NJ83SpnZ0dvX37Vl999ZUeHx91dnYWcZ0sy/Tq1avYuOT6tlot/b2/9/f0/fff6+c//7m63W5s+p2dnegv3Ov1AroG2qLsnaTIU+x0OlHcnUR9kvgRAGxSPE88BzaiIxrE1Fa1A0xhWxdUHvN3Bqq/C9iizInDej9m+PVc6KMYnMwkfZp36yiKC+MUal7leWKk+Ode2MTnxz16vC2EYDr8un4/n/P409/9+47yOASMknO+B++MOUsNAffaPe8WqByEw+fJPUw3FNIQF39PjWb38nken9+npye1Wq24P79X5t5r4rPvMUYLhUIoZScfMidAyF64CJj77u4uykVCsJxOp6rVaup2u7q+vo6SucDfvV4v0pvgyVxdXenw8FC1Wi0MZ+B0EDTmeTgcamNjI0JjdEWr1Wp6enqKMpU4Ep7jTEczHAFHrvLGZxVwlmX/QtK/+O2L+oeS/tcsy/7Jb//8X0j6Nsuy9587zx/yWBUDTgdNDHyhueBhMwBXo4x40UDMDklJi43iMA3Udhe4pM04vZ5cVmk1TJgKUO4r9Za5lnsMed4S13JYzOeA5yE27s+eZVlQ/YGFiaNDimAegXZms1n0x63Vavrhhx/0x3/8xwE5FQqFsL6p3XpwcBAKj9QgqmB9//33ms3m7c2azab29/d1eXmpVqulfr+vSqUSaUrkz+7u7gajnFgUbFFSNkAvuNb29rYkxftiLvEIUNB0UfE62ulAODJfLux5B6wFruVeDIIPso2vi/RnX0upYZcem0LJ6bHcC+vFBbuHO9wjk/TJvvLhSgVDBkVPvHKV55EaiXnDnynvuf28XDsvlo8c4D05WsH+d68+hYv5Hdicn50t7UiZ7wHOmRo8fk4+T712fz5Ph3QnQtJSCITyjDc3N6EsQYQgWaUIH2uf6+P904BhMBhEMQsUG3PWbrfVbre1v78f8DGwNhkNj4+P0QhFmu87SFHIQRqZHBwcREe0LMvUarW0vb2tg4MD3d3dxd4/OzvTYDBYMi5xoEg/4tkhsP2NFPBnxn+vZ+Dnvw0D5ZvGgcnjciXFRsBKy+t65LEft2RdSbJoWXh7e3vxwoBRKexAg2teJi8bb9jTlbjfdKRWv28yBFHqOacxSYetPY6XCjI21vb2dpRwI+5LXOfh4SG8QqCjcrkc9Z25l83NTR0fH6terwfEOx6P9fLly/CWySEkN5F0pLOzs9jg19fXGo/HkXKAct7d3dXDw4Pa7XbEiprNprIsi/g0aRTSHLoeDAbhobfb7UAnUKIoYqBm99rweEgdcyFYqVRULBaXCsxLy4qImBMhCQQua8C9Zb6LAPXhRCz3gvg9/TldP+nack/IPUA/JhX0zlNIhX4eRJ1+n7/DNvb5TK+dpgM9BwmmysiNV4eGn0O7/FrpfLhh4KlP0qflMvMUPs/skDlrIvX60zCTyyJH0FCu7jRgFLkM87WAZ0lbP0mhjIDOeSb+hnEPmgca4/LQaypQvx2uCwq81+sFXD0ajYJZXSwWoxogLOnT09OllFGqWt3d3Wk2mxO5CNfs7u5G/fzz83OVSqWQGdPpVK9fv46iNjwfaBho5Wg00vr6eiAAaapcOn4nBZxl2b+R9G/s9//xd/n+H/rwRgXSslDCi2UBZlkWHioMWhixCFrSEVjIDt25EAby8fgVG4CF9fHjx1g8hUIhFPSPFQTSIvfQWbKpUl4Vj/M4llvR7tEwN2wiWJXAZuVyOWLA9PgkHkR7sUajsaRU8Yi/+eabIDqNx2NdX19rOByqUqmoVqvpu+++097enk5PT3V9fa3BYBBQPSSkarWqk5MTra2tRZGSTqez5IlSipPWg3jnWNEU96BxApvfiybwLhHaNH54fHyMHF3isx4KoKPR09OTqtVqCEqEF++a9CZK+j08PAQPAAGbZVl8l595l6zPNJyw6mdXHu5Z+xrxNcTfWTcpOe9zqIr//Bxa49C7GwHMKT87UvCcN8K9pMre/+bwrN+Lf4f367CwQ+0+Upg99aRTpIProxifnhatLf1eUsfA557c2TTtyg03ECw81pSASpjs4eFBlUrlE8VOVkUqM/Bi3QCjWAz7AK8UQx5EjMYrkmL/8jx0Vnr9+nXcX7FY1Gg0Ckj5/fv3QbrqdrtaX1/XmzdvVCgUonbz27dvQ5lSzAhUrNVqqV6vBxclyzK9e/cu5Hi1WlW32406851ORycnJ8+uty+VsH47fPOTaO2WKLCqx6a81q43ECAu4O3iXBhIC/o+Ag2IOd3cznZlw2H18ztWdV48l0WNN+RCxGGuNIbrG9gh6dlsFvfN5mJuUm+B6zs0SMeetbU1VavVSKe6vb0NdvKLFy/UbDajocTXX3+tf/AP/oHq9bp+9atf6Ze//KWKxWJAU9PpVGdnZ7HpiB83Gg1tbW1FKbm9vT2trc2LtJPbe39/rxcvXqhYLEaVMeYbL306nWo8Hms0GoUwBZKu1WpLHV/civfYJ/OdxptGo1H87DnSd3d3AdtXKhXNZvM8Ro6dTCbBdKZ/KsXnuWd/jx4rdgWZN9wzc4XIO89TpqlH7es4z6hLf/bz5XnUqffrRoF/lsLYDlezV9OxCqr28Zzy9ntxBeT3wTkcwk3P7x4vys7DRima5kYIRg4KkmuRnkMXMGkRKkMZwtTHkUChePghz4AhzYa8en82N855Jgwj9omk6MdLUSGedX19XS9evIjUHjdwtra29PLlS0nS1dWVsiwLhOzdu3fhnTJHELE2Njb0i1/8IkiecHhogHJ8fKxmsxm9wNkH9XpdxWIxOCLs5dSpenh4CG+63W6HTHwuB/+LAv7t6Pf7Ojg4iJfS7XaDoetKD+Hl8TWPc7JQHFriRTpEDXzjEDIEHY8PoTi5Hl4UAwH7nOXOAoDQIS3qHrMB8BI5p7Scx8uGTq3X2WxRYIR4jlvrLFQ8NDdi8Azp+/t3/s7f0XfffafZbKZut6vHx0f9/Oc/13g81vv375dqxjYaDZXLZb1//16DwUCVSkVv374NRiObBiX34sWLsHD7/f6SZ0EVoG63u9TejEIdvH+KeACdSwqSCAn5KF2UJfF8YoUU5mBzEr8i7EA3GY4HdkOoAh/zDghRFArzMnjT6TS8bWlRApA8xdFo9AnS4tCir5lVnqqP1KPzc7knugry9vvwkcaKXTnlwdEYBmnM1ufRz70K3vXh8+PepCsvrpsXW+X8rsxSQ9mvT1hhVdUyvx6fu5JOvWeOmUwmSx64ZySApjl5ECXsDHLORwjMUR6elxQ394R9vjkWDoLXhndkbzKZBOGpXC5rOBwG4nN1dRXyj+JB7LPxeKx6vR5I4d7enq6vr8NZIvRErPfm5kbD4TDeZb/f1/39vdrttr7++uvIH764uFCn09H9/b1OT0/DwSIUQFiKHOWHhwednJxEnfrnxhcFbMMFBkQAPoeF6FaeK19pGfZ1wQ1sKC2EBUKRzeuMVpQ3CwOlQLoM4zlYz4kbKG+E8dbWVrTfYnNRZMIXDN9jo2JkkITO94CV7+/vw5JlfoizEvcZj8dRUhKlf3x8rFarpWJxnvdLvdnBYKDz8/MgVfy7f/fvNJlMtL29rR9++CHmYG1tTefn52q32yqXy7Exbm9v1Wg0VK1WNR6PdXd3F4XX9/b21Ov19Pj4qEajofPzc7169SrYzLe3tzEXd3d3EdsitiPN42C9Xk+tVisaSABluWdLA3H+8Q54x9TMJkbFNT1tibWFJe9Cyw0CX2sMPA6Y5/Q7JhXD10+WZZ+wUR014WcUtBO/8tZm3ucpnLzqOJ7H/0eQOxLlHrsbjQzfo3nn43p+DynRye/Z0QS/d5Sn3z/nWsWbSPkTns/P/PPMHoOWFpCxIwTsyXROfT4d2WMfsq7IwWWtOwoBMuMGEN469+CV7dwTdYOR9YyCnU6n0ZITOUfVLNbf7e3t0jt/eHgIQhUGTrFYXNpXkqIcJs0YaMzy+vVrlcvlYHfX6/WlohvEtt++fatisRgo2ebmpqRFqhWORbVajSYNxIXX1tZyC9/4+KKAk4Hi5AWy+dwjRcC7wuY7LBCsR87BxmShIBRRvO4NY1069Mv381IZPF6GYJY+LcjBQgVKhdzF8DimpPD6iIWyITzmmXoEXncYePnw8DAKmtPQwMtNZtk8BYk4DjHeZrOpQqGgDx8+RHrR3d1dVL96fHzUxcWFdnd3ValUdHZ2pu+//z4MjO3tbb1//16np6eaTCZRwKLRaER/XKrmfPXVVxEvarfboXzZ5DwzHoA0t+T39/d1e3sbcaF+v6/t7e1oY+jpSFjzqSElKeB5lCesUkpj8jlrhHeMwKbYCHFv905YJw4XHh4ehmBlXRAqAJJ0voK0UJ4Ia1dKfN89zjzoLYVx87zR5wQW33fjEGGOsM77/nPwcQpxo+wwkh39SePKHI9iYy+u8rpTb9/3qMeK/TNH2DgGI8n3vhvUzKPPV+olSwq0BsMahAmYmjWcyjjO7fOG0kEpp8iHG5HsJ9AbScEu5hkwaEAAQZgwOElHKpXmtdcLhUJUxKMGe6VSUbVajVTCXq8XecL7+/tLhrU034eXl5fa2tqKfH9CgxDPKNHZbreDv0LBIOpp+32vWnvSFwX8yfA8O7esnUiAwsFydJiY75GCg0Di90JhwZ6G4CPNXzwL3wUAi50XidUqLchh/N29WfdoPPaSKuinp6dg9ZE3J8172XJMuVxWuVwOgeTeEMJ/Op3G4mPzwIq8vr4OZT4ej2NeScVBwfAseMRra2uhEGezeQoSJSpvbm5Ur9e1s7Oj29tbZVkW1vv9/b2+/vrrpRgrAvH4+FiFwrxV4TfffKNut6tSqaTvv/9+KU5eKBS0v78fFjqKinu9u7tbqtQzHo+j+DtzQNoTBQWcZY8xg/IjF7lUKmk8HgesBZyWxv1TT8/RE4wq3hVCy/PFiYOz9tzIQLDmKRpGKsh9sDZQ1OwDh76lT71cD+Mw0nAII1WY/O+hH1eI6TXzPGJXmhjRTqRychtKkL/xvAwPOzm5KY8Rmz6Le/nu2ToaQSUmacEiRv74XKUK3f+Wvk8UMQZ6XhgCecR5HIWALewxWw9JgfyUSqVIK+J8zGWKDLiMpM0f32M/onyn06mq1WpUoQLOJnT38eNH7e/vq16vh7MwmUy0u7urX//61wFZc46tra2ljAnu6fb2Ns7XbDZVr9fV7/fjOTBqgKO/eMC/x0ARY/07SQLYEBgWGI5iECyQ2WzRlnA6nS6108KSAu5hMe3v70d3EEq/scjZ4B4ndmuYDYiQZrgiZzFyfaBp0oZcIXg7MkmxKJ3VTVMEUgKOj4+jJy3KRJorHKrKSPO4FMcxp5eXl6pUKtFD8+LiIhTe2dlZsC2xfKW51UwnlIODA11eXkYSPHNFzLdWq2ltbU3X19cRL63Varq5udHR0VEUkKfxAgoY4hjlHGu1mqrVatSy5j0zpzc3N7q8vJSkEEiejsQ7QjHB+iZ3OMuyiD8Towd1QQmgCFgHQHvScklTF8q+Jly45ik3F7z+vVXKkd9T+JS1wnpgb6Gk0/iqe3rpffg9pMos9ThX3Ssj9U7dc3RP3uPvXivdFYXfa+rFOpLG/3leritX5ghD23kX/qw+nyASz81HHuyfp4z9uVLjxg2ylMDpx8KOxrHAiyQzgu8zd8DdzDHzTtbB3d1dxGsx7tfW1nR0dBTIjbcmxKCg1CX7s1gsBusa4iMeNSlGzWZTkiIVkRKWt7e3kSlRKBSiYha8CsJTkG8heuWtYcYXBWwDD6XRaCzBO51OR8fHx3p8fFS3242m07AGvbWXx2/xBBFEDw8P0XTavdRisRj1hokn9Hq9MABYdB57hrAlLbwfjxVJyznM7m35ZuJ8WIswavHYaelXKpWiuxD3hbeJl7i7u6vNzU29efNG3377bXhwWKEwFWu1WvTyTWFDh1CZE6Bs+nn+8MMPevPmTSh/ylGurc3rbhPLxXP3rkez2SxSGcbjccSCqaxFT1DY1aRb0H6NnERixcBNkKcQjORmMhA8rozdMpcWcSUqhHHf7j1yTlegDgNzXhfshAe8jCBK7DnFu+pnH3le5qrjnUOAsOVY7oN7SuFVV3LuHToSkHd9/uZKwsM16bzhWaH8HMVyD1da1HJm/+XB337PDDdKOB6DH4MrRRjw8FJvTNJSze/0/riWy4cUIfPjWSep5y0tYtz+HdYmqAvXoGoXMg2kDA8YeYPsQUHCZahUKlEEh4I2pBZSPa9QmMeGCXkhT7IsCzjY9xvIAc9YLBaDF/Ly5cslY+T169fa3t5Wr9cLNJAYMqVpT09Pw3gnbZA9TMvDdI+l44sCzhlUPZEWBTmur6/jM2pEw5je3d0NxYdiYtE5GYsX5EQeaZETLCmUNonkTr7w2A7ej3vT7h1Ji4ILeYJO0hIDF/KPxxhRmAga2nQBpz49zcuy1Wq1SIHJsnmebrlcjucFmkK4TCYTffPNNxoMBlpfX1er1dLR0VEoZuIvj4+PEc8FCv/Nb36j2WwWjEcg/bdv38Zzn5+fS5qzLPn++vp6JO8Di3rPzul0qq+//jpirhDEmAusX5S4C6PxeBwCFDYz6QjMOxY67x0GKMPjtq7UPe5HnHhtbS0EiaMeTvoCWfESnX58qtwYKVkohUdXKVlHZPjdPVn3kBgc73wJ4ExXUq4EUDR5xpujRVzXf/d4q3M3+J/erRy7CnLnvvLYzGnc05UvxhT/s5a4FwwLV6YodxoXOJKCUUAohGs75I2ydfTO30fec/HdFJngc18PKfzNZ3AwnP1P8Q2MWOe9sI8xXJm74XAY73hzc1PdbleNRiNQIlCh29vbKNzB8xLmooQsWSBwQUqlkg4PDyPjghgv3nO321WhUIi48fn5uU5PT8Nov76+1suXL9Vut/Xdd99Fc5dOp6NaraZKpaJut/vFA/6bjLwylZSklBQwh0M+WHQsShYoniOWIQIchczG9PZf5XI5vCfgX4+zuJCTFh4JCts3P8IOxUyCOoKbNl1ARu55QaSC0XtwcBCsSZSl3wv5rp1OJ2qqAnMPh0N1u92I6QI53dzcqFarhZIfDocByb59+1abm5s6PT1VqVTSL37xC3311Vfa2trSxcWFptPl3DtpAfNyr9vb23p6eoo49NPTvLn22dlZQMrD4VBPT/OeqJCWUMrEg2azeToGKREUA0G5wghnIEwQOBBbEIZOmHJGKYaXG18oE1jSFH/n2YbD4VJ7TH/fvM8UMs0TEK6U8zzldN3leavpedz7TL12/pZCwx764fkdqk6HGxB4p/5MTpLkXQLfumJ2MlkaD+a4FL71TlTOlMY79GelPzQdqkAECNmAjlABKsuyIBfBF0jDYrxjhjOm3Tv0uUI5cn9OuAPJkZbrcLthlELPQLwoPVINR6NRQLUQ/ZxHMxwOA7WiEpxD1MhSjPRKpRLGNKE67m08Hkc4TVIQD/0dUODj9vY2nAwMBJwWivTw7/j4ONoSOpOb8Fa1WtX+/r4ajYZubm7U7/e/eMD/X456vb5ksaaQk5NZUo+DhepsRBYDpAescBQu3pBv9PS7LrDc2k4taQQGCopqL5CvYA8WCgUNBoMlyBKjAYKPN8ImdQkh41A2906sm/hrvV4PSHlraysKTayvr2t3d1eXl5chmPAqj4+PQ8FcXV3p7OxMrVYrajbT4OHs7CxgLGmRc8hcwoZGAGxsbOjf//t/H4xIh6tKpVKQlSCEMfd44MfHx5HzKy3KRXrIwGN7KF1Xwqkgd8+O95VCktwT54GDUKvVol40qMRoNIq1gSfuCjJPuXIfGFb8LfWYfTjJzwWne115ittHqtxTEph7lXh7fj+ODLEH0v3gYRXQkJS962EdjGMGXpJfF0XlxzrczrkwvqfTqfb29kLpFYvF4FiwF3yQy1ur1dTpdOJdw+J9zojy0FieEobH4iExZBjz4H/zn51dj+GO8gX163Q6sZa3t7c/YQezZlDGKHjK2PI+ITqCqNHdyI0kjgV9c+MJZUnZTg8rQJzieFqkIovxvnlmwlKONgyHw0jTolzm58YXBZwz8voDAze7cPSfeekpW9HzArMsC6+XjcmiAXbzHFqHMNm8kpaUKCP1OrDkpE9blwG7oVQdsvSYFDmCDvWQDgAcSkwSgwOhT11rYJ7hcBjxbf6fzWYRx5UUUA8eHouZGszEoIvFoi4uLjQejwPGI92AlACemdy+k5OTIFl5jI1ww/n5ea4QI74E0/JnP/tZpE/gsXiMnlg4it4HSAOCBsUJmgFLFGHlUDPzy7t14ZVlWTCcgdgkxT0TIiEVjJ99XaxShPzMcakh4H9nrbkC8vW56vgUqvbru1HpMC2/Q9LzuXAYEQSB52W+nYHrXi/viXtO35PfB0oK44q16fFdlLobswhwj586yx1lwT2ura0FbwEFUS6X1W63IwTk7zEPdcAgAZblfngGh/FT9MQNfgbEU4xY73FMqMllkH+Pa4AYAPXe399rf39fT09PYURjMOJBsye8zSkyFCcAONvRRN4184ji3tra0snJiVqtlh4eHqLtKeUnG41GoH+8dyBm5DiI6MXFRRgdtVotlzeQji8K+EeOXq8XJQ5TAggkrGKxGIuRTeR0eWIbDoWhlF2weUqOtCiqwcJ0NjRwI1Yq30MouCdObJrNKC2X68MKdo+DWKjHU5vNZiTL05gAD5ENfXl5qSzLoprYaDSKBPenpyd1u924VwhP3tkJ6A06P8zCq6srzWazID0Vi8VQzJubm7q5uYkcVyzxXq8XdaPZ0N1uN4ys9fV1NRqN2LgoCJjJGxsbQejqdDpxv1mWheBxbw8BizDiGqQ+MDiWa06n02CKI8zJk0QZgFJALiOUgBJiLXhckbUxm80ivxiDjjizE9+kZYWZp3R9pAqc5/eR53F7PPG5c0uL2C8IkCub1FvEg8M4xLjxvecsauaZnxHYHkLyusYYUCBBvNtU4KIYmGNp2Xj2GDuFWGDdcr8oTX+Gg4ODUIilUik6BoE0sRY9HOPvxmWXx8j5jsuHvOsg5yaTSfSYhhTlc5AihR4SY91T05mBUcHe7vV64Ynu7Ozo8PBQrVYr0n12d3cjbAbS4+8RlImCQKQx3d7exvrY3NyMLAjk/NPTU+w1siZevny5hIA1m80IJ9ze3upnP/uZzs/PA0qnq1q6Pn18UcA5Iw9iwwOGFQltHkvbPVwWGVAJVihWmHcSKRaLkYfLy/Ryb9KinCCb0L0XroeAZdM7lJrGF1MLPY3f8V0UIIuOzYCFe3Z2pk6now8fPqjZbMZ97e7uRk/O+/t7/eIXv1ClUlGWZUGWqFarAZXisdH3t1Ao6PDwUI1GI1JwJCD7/T8AACAASURBVEWs1wtWbGxsqF6vq9lsqtVqxYYD2iY9SlowiIHFqIZDjJf8vhcvXqjdbkfsGMYj3ZikhTeLwETQwY52aBhlzXvySlXusTiRxaFKhDBCBysbQhbvDDgShcB6QLlzb9wTEKxDgH4vHnvLG6xrvsd7BCXxIi95+4r1uGqwdp3JynVdCfu5/Xwp8jOZTJYIeJIirAKMyvwRg+UegJPdsEYOgFCwlt3QZRCvl+aGLqx61gDGhcchmQOYw9wL75eUP5SNh5lSRezzkZLhGKw3jyvznvAmKTiDMq7X6zHHqfHu6EKptGjG4iiNpCikw9wAY/M8MIqZf+q6Q87EiE87LIGW0KYQgwblTyopxg+KmkpxMKnpN4wTQqMYinAMBoNoWwipK8uy4Lqklel8fFHAOQPPzWFoLCO3kHnBkIyImeD5uICSlr0TFiIeM/AYCpTfJQVJhOu590ws13OR8cbdkuX6bErOl8KEeJr+GfeE17W+vq52u61f/epXqtVqOj091Q8//BDVrNikKCmEDWSz2WymXq+ntbV5Hl+j0dBoNFKptOiCRL/dy8tLNRoNFYtFHR4eLkHF1WpVBwcHWl9f13A4VL1ej7rRzWYziCrMAYr48vJS9XpdR0dHoZDw3qn1ikdMvJr4DgprNpsFw5v4F8IDxcs7TBUP38cTyYO+fb3wzviexywdUuS9cY8eFuEcGI5A1v4zStcVF4Lc75HfEbaeK8vfUXJuaPo5UDKpl5R3fc6ZKtlV8eh03btxyRpwT84VjLRc4pEBQuNwOPF1hDOGNAgAxhYeHXA2RgAZERhLKCqUBwoiy7JgxnNP7NVGo6F2ux2hFuqSQ+zi2f19sY78XGlYQFp465ubmxoMBlHK9ObmZgkxYo8xb8ReIaDhiDiMWygsWhKORiPNZrPwFgm7MKifTviFuWWuyObwZjbFYjEIihgWyFfkd6VSUa/Xi7kivs7awKsHTcOw9JaqGG0YChhtJycnKpVKkcK0anxRwL/DIAdYWhAH3MvAi5jNZlG4H1jXYUEEnSeOIwjc60mLoqfkLmcwoyDdG2YgpBzWTmNybnEj+GBh+gJDiJfL5WD10oOz3+/H+bIsC+sR7/nq6io2ynQ6jbaE7969i/QDUpCwiMvlsr777jsVi8VI/9ra2tLx8XHEYN6/f683b97E9f/0T/90CV59/fp15BACfRODZtPe3d2pXq9HEXju/+HhITwbjyXiTeKh39zchCDDQ3JjK294vHPVMbwTh5QR/kCTkPfSFDhfdxhzPK97Bx6icJa0k2983aQCO+9n94SYOzID3DD1GKWvHa6F4kg95dRwZDCPzA1/J1ZMSAHPmv/9HnhnbqQC73qhB5QLykFSNCRJoVdX7hi19LBmflAwzBVIGcoNhefV856enqJt53g8jjKqdAty9rLPj/+ct0b9/YEooSjdU8bA4Dt0CPOeuVzbS91m2Zyo5KiJvwdknctG/xsOT7FYDMKUP4+keDez2Swgcwife3t7KhTm/AjqOGPAEHMuFos6OjrSbDZTu90OkiiG+Gg0ig5rTvRijXnYZNX4ooBXjDzLWlrE+rBICfJDoCFmSolFZ1kiNJ0R6/AfVhvWGvAmbGX3fNz6BO5Li+i7BSwt2LVsiDwL2L0PSSE0ffFDjuJ/FGetVgvI9uLiIuA4Siui1BD8Dw8P+uUvf/mJd5JlWTTF9rG1taVms6mTkxM9Pj4G7PRnf/Zn+v777/Unf/In4WGXSqVQvAcHByHo6vW6KpWKTk5OoiLOaDSKVCIsdboqIXB2dnai3Bwt0hCQ5Cry3ngGh/zyBJx7h3wHA2VnZyc8KN6Nw58cz9x5mIM0Dhe6fi+ubGHXOtuamKjfc7qWVn2eHsM6ZO0znyiPVLn68/gazVMWeYqZ3x0xGAwGkYfKuTxOCazL4L2z/pl3nguFubm5GXPr8VYviYp3zNpAEUNSwnNmbnjPGPW8U4xxrymPB4jiQhG/e/cuYFWe0dMifa7z5tY5Lswl16HZAHu0WCyq1WqpUqloMBjo6OhoKdc9fS8YdchDYrgM57k4i9iREJA/nBjWC+fFsAah2tnZiTAWihw+RqPR0HQ6jap2oIh0N+t2u8FYL5XmLUy3t7eDPIpRxz6iTjTXkvRFAf8+A2/LB0U5EDIec2BBAVORhM4GhfTBIpEUHhyLDTgTbxAWoqQoCk4cEEXDeRya4bMUZmJBuLchLYSyCyPufW1tLTxrb0LBYsXy9meW5vDwZDKJvprFYjHygEej0ScwtxsJKDdpkft8eHgY8Bqbfjwe62c/+1ko3++++y5Y1kBGhAggikhzctWvfvWryLF+eHiI7ld4HgjXp6enaNwAzFsul7Wzs6NutxvtCak/i/Bxog8oiSt0vAfQAJ6f+SNeyRpzAQNTGkQCIc15sd5dgbqXu7e3p+FwGEZd6hXh8bmy9/Xi72wVfJ5+jqFITjJC0A1dh+t9baZK1gWtr2c/B3uCWr985hwN7iuFZP39uPfprGA8au7TPW72LIqlUCiEUSTNPcHt7e0w3t2wZg04YdOzIXjuPKY59767u6vb21tVq9WIU4KcrYKd3ftPEZnZbN4e9P7+XtVqVYPBQB8/ztv7EaKgaA3dhdzYxoDh2fjncDuGO3FXZI57xtyvl6tkvjFSfF16sRs+96YL+/v7UfyDtcG+f3x8VLVa1c3NTWR30NSB9KfpdNHFiVAg59vf3485e45H8UUBf2bU63V1Op0oT4kg3NjYCHzfIRI8YElBkqGq1c7OTnTzwcpFeOOJPT7OOwJBucezBjIhtra9vR3dhRAWeBp5sGEai2SRIrjZnF4YQFp06QF2YmNSei3LspgjjBEvGMLv1WpV7XY75gbCyXQ6VaPRUL/fX4LXi8Wims1mtCiTFoKNJPqTk5NIFxiPx3r16pW63e5SrGp9fV3v3r2LyjSdTieeezQaRbnHYrGofr8fKAbvmCR9FC8FO1qtVsSfIGN5L19XbD7PfJZ3jL8bzkMutTNhPb9aWm7+LmmpChcDpZ2mQoG0uLBnPYGkpPeYxl7T9ZauMReeTvRyBZ73P3vN0Reu44aMexpOMHSGbxrecYgZo5P1jJJiH7hnyiB9iGvjxfLeCAek+wwDkxgv+5t1nxIl/brclz+jhzk4L5+Vy+XocUt/bOY0XY/u7UqK8ApePBwT2MEwgTFaITyur69rPB6rVqvFvUDkxOggtMW5YUK70wGqB3MZYxlEkBAd8wUBkSJIeMkcOxqNwhtm7d/d3YUshQeCsYSh5uEub5BCj2IIszgXkEiHw6EkRdGfVaOwyoL9/2P8/b//97O//Mu//A92vd930CIPgZdlmTqdTjR1lxQvnU1FXICF4pAzCffALeTKSouqSUBICCcC+iy0zc3NqHIE3R5v2EtOOqnEU41SL4GB0eCxJixt9whgerpSp/SbNC9r2e/3Iw7LhiN9wWN9LjgbjUbUfyaWubW1FdBOtVoNsguewfHxcXiH9Pft9XoqFAph9QNPnZ6eSlp4+Xd3dyqXy5HHhzLztn8OqzPfsKRpXIFypOkDeb8IN4/Bcn0Xlnn77jlvkrlzb8Bj+8Sa/P04e5j7Yl1iBOIlAjmnZUtTj57nyIOcn4sNMwcgPungvNy/K1juhZ997aYDY4r3mMZxHX1KvWvmGMXLmnBDh3n0e5QWqUooDe4DpIf9BRsajgX7FtTH1w4cD4fHuQeegZAJuefb29tqt9thXAKzYljyPZ4fWQGKRTzX472SQqnyrByDA4DRy/rGOalWqxFWIbY9Go2WelF7i06u755kWtDC17ivGY/jO9IoKWBoN+hpGEFnso2Njai+h+GG8Y4sGw6HyrI5SbdSqajVakXrUQz4tbU1/fKXvwwj7C/+4i80HA5zY5pfFHDOQAHDgj44OAhImjKJWD0IHVc0CA5XNiwiFAsLH+sQaBFvWVIISLw0GHbESCaTSVh2bGY2l8fC/H8njEifMkbTQvBAYZQ75N64PxacF1MHqt3d3Q1YiBaBwK6DwSDmazweR36utPBknPAizb2Mk5OTSBkZDoc6ODiIeBd5eqRm4KUA39frdV1eXoYFTvtFJ8g45Ly/vx/WPmlFg8EgjAyOzbIFkxgEwo0c90afg23zRnosQsaVrxtL7h3x3vxcHg5whcDzoICJxxOOwMvn+TBo0tj2qnt3peKGAp+7spT0iWD1OHmqjB3SBrLMsjlHAc/I1xF7NOVjYLSwnwnzwOPgOCeSgXwR03XFyvd4D6nHCZPWSZXei5l7wWhyuFxalI7E8JPmCq9YLAYZq9lsajAYLMWfmQPWNIPrPD09aW9vL9YChEnuwTMBCD2VSose0cgYDAQMOZwYSUtES2mucEnZ4fvr6+tBkPJ3lBppjgSAAvAOQSYwZCBW7u3thQOBsSItHJ+7uzsVi8Uo2IET5PKba3e73SjLe3NzEyEwOqf9q3/1r9Tr9XIV8BcIOmfkxa8k6eTkJAL8xBMQ4nTjITaBEmSj0kqrWCxGFx6gFRQYQg44icXIAmGzVCqVsBrTdAu8Zmk5r5SF694UHUtms9lSzJNBjAoFT2yRv2FRw0h0qK5cLochw8b58OFDWJPn5+d6/fq1bm5u9PT0tFQXutfrRUcjkuNrtZp2dnb04cMHffXVV3rz5o1Go5Emk4levXq1lP4EzE2puKurqxDYe3t72tjY0PX1dXQzcjiS/GRIHOVyWePxOBp8Y0XzdxeoKKY8WNmP+dx6Sz3JvHPwDvFMHWp15AYByDpmbTm07SRA1g4pGO55Q6bzJgLuFacj7zncA/Xncaja16orHYfi/bj0/J43z2fO7uf3PGjQ461OepIW6YBuPADnS4vcUyBQ5gjjlH3Gd1FWGLkeGyVk4M/FHDAfnloDUbPVakXXodFopA8fPoTswHDk3fhzeuqa8y+Ih6KEXN6QEeHGjd8vBjBz8+LFCw0Gg6hY50rYS0NCbqrX62EsAyljsHAfLttcMSML3UFaW1s0VcHDBhXCY8eYIA21Xq/r6uoq6go8Pj7q6uoqDI73799rY2NDP/zwQ3SSe/36dXBCUNSrxhcF/CNGu93W8fHxUttBSRGzJd/R0wkcIgQuLhQKUR0F8o4vODxdvELOUavVomvP7e1tkGc8boeAgezBpmFRp0JbWuRiYo0DJZEr6q21OA/nhwiGp0pMG0UKE3p9fV2Hh4eqVqtxzOXlpU5PT/XixQuVy2W9f/9eo9FIZ2dn4anu7u4GJFetVnV0dBReAa0aK5VKxOJ3dnYiP282mzdg2NzcjDKMs9ks8pCBwCDD8CzD4VCDwUDD4VAvXrzQdDqNpHqS+amg4yxYank75Mx7TxW0/23V+DF/8/XlgjpVZAgYjgMZQNC74YAiTs8pLaqunZ2d6fr6ein/MUVZfN37/y4g8/7uTGPO7evc0RtX7qxBNwq4XxfAfo/pfEmfErI4l6Tc77Pf/Pt5w+FnjkE5YWRyHuBvfw9AyxiRzrqHP1IsFpcMI4xRlCjrnDmDYMYacFnh0L97mBgn3JvDucw3XjaGiIcsQF7Im+demHNKPna7XZ2enkZFKc7nxY9QbE5g8/WHUerEUyBi5sZlI4YM+xvZA+IFF2ZnZyeMst/85jfq9XpqNpv6+c9/rna7rbOzMz0+PkZL0U6n84UF/fsOGrhDEvBYGwoObyu1jKXFhgYiJTcVSArWMykLs9ksFvXu7q7a7XZAzigavBSHBrH4qCnLokPB8s+Fi8fF2GCwnDEOWKAwElmgbvECzUC+6Pf78Xuj0Yg60u/fv9dXX30VnZRarZZOT0+DpUz8mk3a7/fVbre1v7+/FDuEoMEG4v2Uy2V1u90gvsHe9l6eFEmAiETMB+9jY2NDlUpFt7e3GgwGKhSWW03u7OwspfhgnDihDqvXCWusD18b/vnnIOnnvGFGXlzWDTQ+T70VnhuBi+Dye5YWypHCExQhSNf+5+43ZeL7/Trs7MekaBKDefdGGDyzC2uHnhkIZ+LkKZTJMf5+UgKTow6cIyVscS5+R1lgzG9vb6vb7YYn6SEF0Daa0rNu4YVgXJE1QZhoOBwuKTgGRmRempAbER7ewEkg5Q6jnPnDACAcl75vSREbZ26YE7xfN3iocnd5eRmcG0JOxJgxUBw+B8Ln/aQOkJP/arWa7u7ullI+Qep2d3fV7/fV7XZDHnNOatV//PhRFxcXqlarUa0PZI1nojMbxZtWjS8KeMVASWbZvPZqoTAnS1Bgw6FmIEkXMFikDhMCNZHSguCCzEBMGNIRnjFxVzYHViYeHXFXFjFJ55IiDkLTAGlRRQeBhuVIZS6UF94mOc/k+UIuYEFXKpWlGtVUzKI285s3b7S/v69f/vKXsUkgV/EPSLtcLse9A98dHh5G6cjd3V2NRiN9++23Ojw81NbWlh4eHoJ9SK1jScFElBRxYeLoxCOfnp5CMUsKQgYxfo/1YC17+7Isy+L9+DpwuBTBkyegUo/2c8o4/f6qn/MUPgrGIV68xzStJ+9e05AGrSWdveuKNO953KP1Y9LPODadN382J4x5ugr/u/GRN3eumN0Q8bQjFJ4LUVfIxAQ9nuzQNOuAe4bl6zWk2T/UHsbDAnIFgXHvknKWd3d3QTzECKCYjIeUeNd4dtyLK1vWhxP6cB54RxC7SqV5XfJyuRydf9wAYS2w77geCgxyW5qqR5rcZDIJjxXmM5Aww0MJXBuHwt8DDgv/2u22Go1GECh5NmQ2RhBoWZbNSbjT6VTv37/X4eGhXrx4oUqlooODg2B2k4cNYor3+0UB/x6DDeieI8XXeaEscFeg7h1LWoJliMXAoGWRouy9esrGxkYsENJfULDkCmNhkWrgbQIhCmA1SwuBlVrZDlni3UgKONpz2digKGq8+IODAw0Gg5gflPEf/dEfxaL+u3/372owGESd5clkEuxwPOv19XVdXV1FwwDiQMPhUOPxOMpWvnjxIkIA9/f3AXMzZ9yDG0BsfIfTsL77/b6yLItYD4oEwQya4CxVjCg2Pcn8blmniizPU01//txIj3MoNr1GelyqzNwrzCPquWHAefnZW/BhbPizpNdLIfM8rzeF6oEYOZfDzBzPPk3v0xU530EhIvg9Lu4QK2sGEpfD9q5c3fNzEpPXHcd4lxZN4fG8WT9A0ZRVrFQqcV0cAZ/71PiFIMl8IGM4B94vdevpVgZRMkVFMMxIHWJduIePwj85OYkMDe/qROoesDr/qELHvbFXMeKQdYXCop3j7u6udnZ2okEK64iQnc817w+HgnvhGBRtmutOX/Nicd7gBe++0+mEx0vBoY8fP0YMm1zrYrEYxX4ocekGQd74ooCTQWsp79JBIwbiER5jxXJy6IPBguUYSEwIbl4+SpsFSOymXC5HDVbgvqenp4B10yLiDuE4YzDPggeu8+Pw7rxkH6QEFE6xWAz2ZKVSCUuYMm9Uizo/P4+YzvHxccRdYHuT2A7MTWwIiBqBQcWZzc1NVatVffvtt0GuOjg4CC9sc3MzoGg3KFwpIVQkqd/vRyrEzc2N6vV6eB4uHEhbIt3Lay5DYmNeIHdIirQ0F/6u8BBSHseSlrv/uNfJcAIK7yKNwXIe90j5zJWkK9+UROXrxe+Te3Jl7N6rx+FSZZqnlPnc7zv93Z/H79XnJ4WPVxk+vGOMKhfIDMiPvO90nlIDgp8JjbBXIFhirDqqBoRLCGdzczPCN5VKJfagw6N5hDdSnlymgJKRo8qcugeJt4h8cS8dQ9+NcRQixtbW1lYUJkIWMA88m8eIV6EaoEiOFMAkBn5nH0pzp4C6/GlIgTXAO+X9wV72mDRKGob1ZDLR/v6+siyLNoebm5u6vLzUzc2Njo6OdHBwED3he71eFAei3gAxdtANZHm6t3x8UcA5o9PpLDVj6PV68XIcnoJodHx8HDR6xv7+/lITBUlLHWJIcpeWYxQoX7p1OMkBC528WYQKcUc6e6yvrwf8zeJmETLSDeeLEuWLcoVodnh4GFDz2tq8OAXet3v8QE1AZcSyO53OUtm93/zmN+HFY8lTiITrAIPhYZNXiMDvdDpL0DcbDyHBPTEnvIfZbKZWqxVK4erqKir7MA+SlnIb8Sienp7CgoYc8vDwEFA9AtcL8/OuHLoHpfD0Ho/PIUAkhaEG3OueeDr4bBXhKPWiXHHl/S4ts4P9Zz834Y+05m8eOcsVq6Mw6f26N+7Kzr1VlNtzUJ9D/R6Hds/LORIYTdxbaiDx/iWFkHfkCGPYSZkoXIQzdQMKhTlBiFQW0m+QMZRcZc8TlsqybAmZAT7HYCY9iXWJMS0pjGgaLWAEky7J/TEXtAV19Iy5YB/wDmaz2ZKXyrwzt/6zrw3Wwv7+fpSQffv2rQ4PD2OeZrNZKF/2gitV3gnPT+yZ9w9Biu/h/DBPXnmOcrivXr3S0dFRxHipL7C2tqZut6v9/f0IIRDuW19fV6fTCTm8anzJA/4dxqtXr7S2thaFC5zW/7nhucSSlppoS4sCAixgoEw6LbHI3NuhLCMQHLFI2NjukZOagLfGNYGZnA2I1c9mZjNRzhGhxb1RZxkozeEjLGksbklLHjSpSUDrx8fHUcXq9PQ0YKHb29uwhhuNRkCgMLCxXMn1QwEzdxQD4H49rNDr9ZRlWXj8FEog3s2cpDA28wsaQXUwlCXIACXvyBlGGHNOPz/v2ZUrBl/qPToM6yOFglPol5/98xQGTs/LfXkIAqOQteLncx6Cw8J+vdRLXnW/7s278eBIgB+TJ/Dc23FvOY+gxfD9yPHcYwotsleIRc9msyj5WSjMu2qhmNnrQLMfP37Uzc2NNjY21Gw21e/3dXx8HCEQ/uFhI38w8La2tqJIjFegYp0jszyGzGi32/GsdDhirsbjcaBPxWIxQkDT6by5CpkJvm4c5UjXkRtjjgTlGVj8PBwOIxbM3G1sbAQKmCIevDM3yLzGANkS0+k0yGpra2tR2rZer8c8wYA+OztTv99Xs9nUxsZGeP7IM4wS3glGPHHjf/2v/7VardaXPODfdaQtCd+9e/d7nwtLyc/HcKucsmjUJc0TOig7NiZQJMd5STesO2c8OskCryvLslBwWMGkH+GhSQqrmtaDLDZgMxQYHrmkgGKurq4Cql5fX1ev14vKOLCNLy8vVavVdHR0FLnOWLZsvvF4HIptOp0Xx6CyE9B9pVIJdjXpBIVCIbxfJ+cgGBqNRihp/rnhwzyRduYeD5sQjxnPFVIZXZUkBcvclZgrA2lRuQvv2Qu8874R9GnM9zmIl/fhn6/yol05EhdzQw1PHyNJWiArwHDb29tRxcwVcd79psozhc/5x1z5z6uenfN43Nc9MRROCqX7AK0CWcHr5NysTRAOKrlxDB10MBKpfndzcxN5roS+CoUF857MAOBlagdArCyXy1GrmNxVjGPW52AwUKVSWaomxXyhVD5+/KgPHz5EuAXDmX1KUR32GNeStITS5Bl6n1t7vAd+dogdbxUF2u/34/2B9nEfTsRiXfh7phohCBTngEPCPhyNRhF+pLoXxXpms5k6nU6UAH716pXu7++1t7cXDGn4LFdXVyF7HHlMxxcF/B9gsEiybN5zslAoLClHhjNSEXIOfXmBD4hNLFYUk1ftcU9WWhSBx6Oi+w95rNRFhVxFLITFXSgUAs7CaMCCxotloVcqlahiUywWNRwOYwMPBoOIv378+FHHx8fBPkbI93o9bW1tRacVFJ8Xg6dEJN9BEMJOfPPmjXq9nq6vr5dYut7EoN/v6+npSYeHh2q32zFXXijfU4qKxeISWxUrGGMJxY0wTz0/hDSf4Q1Np9PYqCATsLQ9hQOinjfe8DBHKvDyoF2HC324QkaIbW5uhsEG5OcDToKkQGB8nZIvjBD1Z+da7pG59+Rx39QbdgWcB5lzLs6fhlw4P8rK58MFOe8fA8j3E/PCz9IiDAKEC5eB+0ERs44oynNwcBDQLlwJnhFEB4+XEohbW1uRr46i9DmZTqdRDMcNBv4B5ZIK6eRDr1jWaDQkLZoepGgHn/v6ynsPHO/kxLy1i2zp9/vBiqYyGwoNR8FRPirqgcAA6XuYA0O8VJqXlYT8hsxiDUCenU6nurq60p/8yZ+ETDw/P9f+/n7Upp5MJjo7O1On04n9enp6Gi1O/+2//befrE3GFwX8zCD2ywbN817TXGEGSte/49b1bDaL+KqXfANecWq+tIBt+T6xC87FIgQCAyLD40P4ORQHeQlLjdrKxDScEYiiwHCAPQlMvrY27xgymUxUq9W0tbWlo6OjsOYdfi0Wi8FWns3mlXaw1IndDAaD+BubqdVqqdVqRUy7VCpFhxL+eeyJ+5tO57Vub29vg6nsgn46nerm5iZIZXyfzc7cI2z5O+gBAs9HqmQwqpzsk3qEKKksy0LJsy64Nu/XP0coujL7nEecBxGyPskp5RoYIClEzHeciyApSEGsZ+BT92LT6/rv6dz5vaGU8mDLdLDWgGFTRcB8stc4l8dQnWXL3xDgnJfPIVx5kQvgTvLLMaSPjo5UKBTifX/48EGSgoVPRTaUNtfa2NjQ5eVlNAggDAOD2oviQATLM3hAKGhecnt7q36/r93dXTWbzVCszkB3pjuEVDeUUmSDOV0FR+d5yrzb2WwWnBPmZXt7W9fX12EcELMl1ovRzH0wX2RRUKsAaL5UKgXxs9lsql6vq9vtqlKp6OXLl7q+vlaz2VSn01G/3w9m9OnpaaRN3t7eam9vT9fX1+r3+4Fc9vt9HR0dfdLWMx1fFPBnBkpY+hSSlhYl1FL2NAugXq/HBncBLi2YiChgNicdk/jO09PTUvs+BgrYB8IOT5iN5JVwCoVClM6kcQQWtCRdXl4upVkggIHKgGZR9FSPAVrD63n//r329/c1HA6XWhDi8fX7fTUajfi7n1tSEBuw/J1EAvSHgqXu73A4jI1PehJKEuV8d3enbrcb1i6M+q4bcwAAIABJREFUagweUsu4hocAXHn5+0mVsBO3sKTxfnlPzKGnmgAvukfGd7gHvHmu7VB0qmjyPOIUZkWZ4FWDnOTF5Pz50nPyOXA8sUqOwatzL8w9zfRe07l2uJI5d0jThTfHpd/LM5QcgiZ84OQu5pf3wN94bxgsGC2TyUSHh4cajUaq1+vRG5z83EajoVKpFFwNkCHW+Gg00u3tbdQUxpPudrs6ODiIuC8VmtbW1kJGgY4x7444+DxCGpQUbT7fvXunUqmkd+/e6ejoSHt7e0trKs/wSpn3Pt958HLqKfva4l2vra2F188+JhYNr2J3d1fr6+tqtVohN9hrrIOdnR11Op2AqoH/r66uwuiXpNPTUx0dHQVrG6Z4tVrVaDTSH/3RH+n29la1Wi1IVcDjh4eHOj8/j3fY7/f14cMHZVkWHdPywiKMLwr4dxiFQmGpUxLDrXIqn7DwERAwHl2IoryBHznnZDKJzcF1peW4iecnQgDgb8SP3MO7vb3VwcFBKMhisRjQIZATMLZfazweBzQNPP30NO8M5JA3jRUg36DEut1uxLDwphD0xNZQjltbWxoOh+r1elpbW4s4LveDkqQqGBsYz5EmChBGIHAQfwVN4HrD4TDegzSPb6PsEbw+j6n3xD16oZRUCZOWkv6tVCotMWmlRQOENG1MWi7ggIfp8db0+PQ+/J69wAjrj/9ZnynLOs9D4dw+Jygq/xwll95XKoCBrlNI2gf3lELreRC0e2Z5itf3lRsCxWJxScFjxKIciCUi7FMhi4Kl7jmlT3d2dvTrX/9a4/E46grv7+/r4eEhShwCG2Nc+7o5OTnR7e2tzs7O9PDwECEk9qAjO17b3WFpQk2SQsmtrc0rTfn8U4CHEryeGZDOcbo+fG4dufFwge9FXxfOK+HvzDHI23g81tXVVRgGNzc38Q6ofLe3txfGJKmRkqJ5DdX2KKTx8PCgo6MjzWazT6BokISbmxsNh0N99dVXwcqeTCZqNBq6vLzU/f19KPy9vb1owfolBvw3HA5Fs3jc00jjQh5LQsni6cxms7CkvPRir9eLClnS6tKFbBiuw4JHCbmn5puCUo3cV6lUirgrkPFsNosi/JA9gJqBvHd3d4PdB4RDfnOtVlO9XtdwOIy4L0LNvQYUBqxpUo8+fvyobrerra2tpbxcRwE4B8/FRqKtXr1e12AwUJZlAc1Ji+pBkpbyeNmQVHTiGH+HeOXucTnzES8kFfj+z98pxhkeOVAWRgiCnu+48AJSY0AmceHLvSF8nTglLfJcXWh7Ooev63TkKdz0s1QJpOvXU6rSPeTed/rdNJabtz8wEDAqWH+OPrmR4febevJuwPpx/Ey6HXvBDVAKWODN0S4QA/3x8VH1en3JM768vAyyVKPRiLXkbN/d3V21Wq3IRvB3wFr1eD1eJGsKzw2omvOSg1wqlfTq1Su1Wi2dnJxEKiXPjDHpiIa/K67N7/zv63Y2mwXK42E1EEH2LgPZxDMSEwbiZ+6ZXxwOwm7ffPONBoOBer2eKpVKoFugBaQR/vrXvw6Pmz2NV/zhw4clCHw2W9SmbjabkQHRbDZ1dXWly8vLeFd5xiHjiwL+HUZqmbsy8A1O7IHFSB/gVqsVLxjIdn19PSw4L+3HJiVe6zE1mJOpoKY0nQslBI0LLxiUlKfE2+ZcsFqxBCFDUBCk3++rXq/r7du3khYbhPQhFjCbaH9/PwgM5ATjsROT/vjxY5AYuBfmAeVATAo4mzqtblnf3t4GOuB5mB5TB+ZH2N/e3i7NI0LbyVfMn8PFCB7enccT8fZRMgh9V4bcN+8LAYig8fMT78MbSz0M8oY5l99nev8u2Pkb95GmlfB/6vligKYkqDwPyKF8zglhjp+9xjD370VGWOupJ+7eMArIn5f7xRhx+FtapK2sggkxqvgZ48bjwDxnqTRvSXpwcBD3sLm5qb29vXiGw8PD8ELJ8SXrwY3i4XAYaxwW+eHhYTzPd999F81bMJTxHr3TFffN/fAekCuj0Sg6fe3s7ATCR6lF1gXZD2mMlfl3T505cWOgUCiEccm9pHsDEqqkME6RE+xTUCnnKUBYxNkBrgaS3t7eDr4NIa3r62vVajVdXl7q17/+dcgSYGvi/4QU4ccUi8WAlvf393V/f69WqxXM6PPzc0mKJjPO8ckbXxTwjxzuBbsgYNO7x+BxSjZIlmUBn0C8YPOTv5pl2SftvYjpYnFh1XpNVxcuVJbhnrA6KWyBEpMWtYuBMWmPiPAmPo3RMJ0uikZcX1/r9PQ0UogGg4EuLi5Uq9Uib4/7YOO0Wq1Q/nihKVT68PAQXjhKbGtrK4he4/E44p7M5f39varVqm5vb6NSFQISaApBwIbwFC6eiw3twgvh496qx9KkRQ9lvsP/CDzO6XAsCvjp6SkKLXhIAIQAgwEB7wOjiHXgUDQC1uNuoAiwq1NPnefN+99HqmT9nv2dpsfwXeaEd5NlWRgf/l64TwQYgtqvyeD9+l7Ig0zdmEif77lYnSt61hZKwAmKzWYzKtRhKNE+dGNjI1j3ZB+gpGjw/vbtWx0dHS1BmVRVoxMaBk2v14uc+G+//TYIXChs8tqZG56D9dnpdALtIr8VrgKclqenp2AXS8sNXgibXV9f6+TkZAnmlha1B5x4yDz7ukSeulGKITKZTAItAjlkT4LkcX7SimCtHx0dBTpESUz4GG/evFGn01GtVlvijoAigvbd3NyoVqtpPB5rNptFrQKIag8PD/rNb36jx8fHUPjeavHw8HApBTQdP1oBFwqFNUl/Kekiy7J/9NvP/mdJ/5OkqaT/J8uyf/5jz/e3deCROMSFoPfcTG8mTw/KNGZD/WYEqxdjQMmilPb29pYEKR5w6jEBMyHkiHUSjywUCuGhQpknTxESFYKNRt7SokTn1tZWkEEoPn5zcxOEm5ubm/B+edZ0A0KmIBaFAiRughGAAnOIV1p0wcFweHx81OXlZTBOUUQIOkr9uTfNRuU8LhDcS3VPB2GJcvB44XQ6XWonubW1pV6vF7Aka8LhULwLPBiu47Asgh0DDG+DZ3FI0I1BT4diTXEtV2h+H+4ZpgrHPU//rqQlg5SRepVpzNa9Kfeg3LPiOb3pQuq5sh/87x6G4ecUYvaRB2P7e3IjytfB7e2t6vV63DvMWDp4VSoVPT3Nc9DJJSXe6jn2zWZTw+EwYOvr6+sgQHkbU64Ld4G58TAKRioeJ2hPqVTS5eWlpEXKYLvdDhj96OhI/X4/UDknnwKrk9ZD8wXionRBq1QqnxifKG7PFfd3CFrka449yBpzxjUOC+ggCOPj47xxAnO4vb0dvauRa5wHJI5sE0nxTMfHx9re3ta7d++WeCl4woeHh1EBESIb93B6eqrt7e0wtA4PDyPnf9X4XTzgfybpF5L2frsY/zNJ/42k/yjLsodCoXD0O5zrb+3w+BKUc+qWOjHKg/gO31GY4f9t781jZE2z9K7niyUzMiNjj8jMyOVudW919TLdPfLMyMggDQYjbI8R2EICaTyWDAw2sgQMI4vBICGNRxg0iMFYsjQS/gOQkMaSLQxmkQA3aCzUjO1B7eme6q66W66RGWtmLJmRmREff0T+Tpz4KvLWraWr+lbHK6UyM5Zveb/3PctznnOOh2x8/E2a5u/iAaXTafNozs7OTMlK04Xu4U3PgPalDLvdrnmmJJ+jPFD09CXmmrEagYrH47HW19cVj0/SjlCeHHNzc1PSJM5aLpdnmKEICNIxJFkOJELEp70Aq0IQG48nfU3xYvHmUEz7+/sGBUvTWLeP+VG7mZ8opOoVMx4Ez8gzSn26B+gFApr/6WaFsEXJ078Y9jYCIggCm3sfMkCZ8Cx9iVKGz4eMer1ewHkFG2Wk8rr/Hf2b/3l+Ppbqh1d8UaXur1matsWLGrX+uMT6gIApn+jjja+6bu59nkc+7/Pe+MCgSyQSM3nYpP0ALY/HY4svkr/K/AdBYAoMiBRFDNuZZiZhGFq6jCStr6/PlJ/FqCO+OB5PCkRcX19bB54gCGx/oqjZC0dHR0YSa7Vaymazdh3saxSnNFGGZ2dnRqiMxydpl0tLS2o0GmZ8p1IpbW1tWa0BUDVImFG0MGp8+efIGvZphcwBkL00bZmIXMXYqNfrVikQtILfjUZD6+vrtle98QMKde/ePQsDStN005cvX1odAWTD17/+dbuWYrGok5MTFQoFK6H5qvFaCjgIgh1Jf1zSr0n6pduX/7ykvxKG4fB28Z6+zrG+CMN7nTxgYAqUMEni1IkFFkXpEfcC7owKSZ/3C9wTj8eVy+UUhqEtRJ/ChPBi02Mxoig86Qur8fT01KxsYBoYmZDCgGcRDCidi4sLExQQpIDkKLVJTBb4iPd4n/ulQ4pPVQLG4/qB6j3Uj7ChPuvh4aGkKSQZrQAG6sD8MPgbNILjemjVM0o9U9PDeqSX8EzII+Z5sqExhogJMndY9hCYMAa80PIxW/83/2NcYDRIs80dvDLyx4nOxbwxD7KNwrl3/e+PwT2jFFAufi4h1rEuvffvyU88L193N+qpR1+XZqswzbtO/x3fmGRlZcXKGMLoJxQSj8dVqVSsuxbMdjwwFCHxTpQYzyuXy9laqdVq2t3dtZx4nhNyJpfL6fDw0FjtOzs7qtfrFrJZWlrSwcGBVlZWVCwWTWmBzJBak8vlzFNDNl1cXBg3hbAVypnUw0qlMsNLgADliaQegYlyDqJrynu9HoHgM4Td+D6ylPxf8nRZV0EQWN9faQpRYxgTsovH48bRwdHAux6Px1ZQ6OrqSpVKRfV6XV//+tcNDYTAls/ndX19rWKxaMigRyPnjdf1gH9D0l+UlHGvvS3pnwqC4NckXUr65TAMfyf6xSAIflHSL0oTq+JNH7ACUX4IaGBSoGfgVT/5xE/ZbCx2joPXB8ztBaT3ZHwcFwHExpZmha1f6JzHe8ulUsnydsfjsRFGgKWxjBHaKAeUmBdaPnH/5OREa2trKpfLajaburi40Pb2tuXegRggjKQpvI/FDPzM3A4GA/PSPTkEgYGR4g0Q7g1rFuHmvUFpWpgfi5U8wX6/r83NTUuHkqbGAYbQzc2NEdogm+Fp4zVBEqHISKFQMMGJkYXB4J+7N9A4n6QPXL8kmwtPjuHz0ixUexfszJjnMc5TzHcprWiWAPPr45HMs0eCQDrG4wmrFbYvAhmlCfHPIxG+yL5nhXPt3qvFqPIwuL8HH89HQFOqFUFOXJf1TNgolUppY2NDyWRSpVJJw+FQBwcHVuoRUiNlC7vdrsIwNNgSI8zXMvfoBp8FMs7lclZEplqtWmnUfr9vnhj9dSkFe3V1pXw+b4oTRm+tVpsJi8RiMXuN9Xx8fGx5w8lkUvfu3VMYhnr69KnW19eNn8FzITvB8y2ijWq8sYPj4BU43BeOwb6h0A/7K5fLzRyH50hIhnuAYIoslmTVyPwewmiH2BaGoaVHMj/0L+aeSDelO9wnYkEHQfBzkk7DMPyHQRD8bOS7BUl/UNJPS/qtIAgehZFdGobhb0r6TWnSjOHDzvejOCqVyozQYIFTgQUmMQrFk2WIqaKUERxAxwgghALkAi8g/CD3FqHAAmWhAXNBVJKmfUql6UKk0Drwl6QZhYviAnLCAry+vjbjQpr2BcUrPjw8VBiGKpfLWl5etmIEvV7PNnKhUJhpiC3J4OnhcKibm0nDBZ8SxEb2cTGEAoYNQpr79s0AIHPMg0slGdzuP5PP59Vut61ZA4LBe8UIBRRLv99XpVKZQTH4YRMTh0VJABNGYeV5Xq80v2h9GIZmzPl4KmvQGzneC573w/GicVs/V7wOBOg9TgSrNyQxBnwKGYgC32MOu92upGknKu/pgqIw7xgxPHcY9uwnb7BEr59z+z3mFbEPAbAXSDfZ3t62nq8oG096gslMLJZUI2BjBDvzkkwmdf/+fVsjBwcHSiYnzeNpSD8ejy1NjyI2ZE6gPJhTWM30Fz46OlImk9G9e/f07NkzpdNpi+NSzWk4HKpararVaqndbmtpaUnZbFYbGxsGQZ+fn+utt96ycBHpg+VyWVtbW2o0GqrVajYXVJCirjSZCXj/UQPPG0cepVleXjZZyfOHnJpOp1UoFIzrwZ7C2IB4xZ5jf2M83b9/37I3kHPEwjHAMKoxcq+urvT8+XNVKhVr8wjagBPBGv6kHvAfkvQvBEHwxySlJGWDIPjvJB1I+lu3Cvf/DYJgLKksqf4ax3xjxsOHDy3Oy8PHIifGIMkYe57B6eOLvIfn6Ht14u154Yw3IE3zNj3ZC+/O9yjmswhFT7bxQtkrLEkz+booWaxHz/pNJBIW94BRyzGg+UsyYdNoNBSGoZrNppWmbLVaZokiPHxPU5LegbR9W8N+vz9jdEiztWTxYFGUxOO8ksNyRiDj0YNo8Hk8WixiD417aDoK5UK6A1ZlPvFkuG/ule+iRGCCzoutRj3UKPTMNVGj1scfeT8KOb9KAfvfnhXu35tXjY2BcmHNei+Wde+NCmL6QIqsZ1ChqAHCZwgJAfd5SNUr0agB4L2ueYqX44JKUMoQln46nbbQUxAEFifE8KP4zdXVlYrFohkWKNOLiwtls1k9fPjQ5hPiD+s8DCclcI+Pj23PYqASksnlcmYke34KMqlWq6lUKimfz+vw8NDyjyErURSE+sXUc8ewSKfTOj4+1vn5uR4+fKilpSULha2srCibzZo3ClkT8uXW1paePXtmhrw3ukul0syaju4n9inyljRL0gZJ8cpmszMGmCQLWxBSa7fbMwocOcm1EzakZCU176UpSkPVwHp9ouLy+bz29/f18OFDPX36VG+99ZYGg4HS6bQ6nY55wa/aIx+qgMMw/BVJv3K7UH9WE6j554Mg+HOS/rCkbwVB8LakJUmNDzvemzaeP3+ujY2NmQ0YZSOjlFBa6+vrqtVqFvtFkAMjEq+ipRbvo3i9Bejjjp58xeJH8Hi6P+fwHgAKjgVPGgTDC1i+6xcqHjEWrDceiI1dXV2pVCrNQN2ZTEbValVXV1dWe1qaVt+KxWLWJ5iqMijCRGJS6IM+mz6eyiZHYeVyOZuDy8tLnZ2dfSBujDGBoPZxVuYIhUVeYL1eVxAEltuJcPbPiPnEuPEbDgWM8IzFYlYGlGtnPnyMzEOO/jN+eOXLPfjf3trndX/suxSxNDVsPCM8en4G62AeLM4+Yf1K80uoEmdl7UlTpjPf58cbG36OvKcBmYY94ZnVnE+apkJhDPGaJLseYGUKbPAdyEaUOmQ+fU5qp9NRPp+37jh8f3V11QxVD4OS8ubvM5VKWVnE09NTC3PgXXlDw5M+Ly4urNbz+vq6xTD9OkSBg1rxbEgv5B7x8Ov1usrlssJwUpkOKJwUTbgdyCQg2NFopL29PVUqlRnv30PQUVTCryuQPdYQbRF9qhoygRh4IpEwYwjjHJSPGtK+S5kfQOWgF3BYWq2WEomEwfnxeFwHBwc2h8DOvV5POzs7huzdNT5JHvDfkPQ3giD4PUlXkv5MFH7+ogwSv1ngwMTSVJEBYY7HYzUaDbM+2SDe21laWppRbtJUuKKAqd3sYyLANmxMNob3AKWpMPWxFmkiUKKFOlBEfM8veuIZ3kgAUmc+gMI97E4JNhbt8+fPZ6rqxGKTdKbnz59rbW1NDx480LNnz2aMDUkGL6MIvBeEgVCv17W6umo5jfl83vIlR6NpfVg/N2tra2bhcxwvfL3hQ+ETDCgYsQgIaRozhJDmY7Dei/UKg2eE4AjD8APCd973PATu14xXkih3/z7rOLpG/N/eE/TXf5fiZfjv+/CJf53//f0wd165RgWw/xyvo2zYK3yW1/15fOzeV+Zib/JMo+Q+791DQiQVqNFoqFQqWTyU3Ha8VYQ2nZB4xqVSydaSR6RASPwzJMeddU9pyM3NTSUSCTUaDcs1LRaLH9i3nU5H9XpdDx48sPNnMhkdHh6akYvHh0Hg91Cv19NgMNDh4aE2Nja0vb2tRCKhWq1mBsF4PJ4hd/nBcwHGpv5yvV43AhnPy+8R7oP3WDcwsXu9nsrlsqU8wRzn+ZGb3W63jYVOH2PKV2KwgjCSWw2SwXNPJqddnjxKGIahhdWy2azW19dNrj579kypVEq7u7sz6OFd4yMp4DAMvyXpW7d/X0n6+Y/y/Td1+NgspApJBpd6qA0vE+8ODyhK9vA9JmEYUzZRmqYmMVgIpPxg4SJcPUxHbNl3OgJOw5JkQErw6TTS1AOKemOkBSD8fEx7eXnZUmsqlYqxrZvNpk5PJyT5nZ0dSRNjgLKR7777riRpY2NjptxkIpEwAeGrCRG7gh1K3JAiJDc3N9bZJRaLWd9hcm197WZP8PFKiP8pSALkzgaOelQe4vZK1c8lz8A/Y0lmgWOUIUgx/Dwjmznw6Rz8+DQV7/Hym2uPeqr++lCIxMyjwyvF6B7xSpO58XHe6PHmKWyvBFnL3rvmNT7DXHiBzfAhIK+U/Zr2hqM0jQuurKxY7Jw4qjStONbr9XR1daVsNqulpSVjRXvvHPnA+gW1wus9ODgw4U+xjWq1qm63ayUPQX8ajYY2NjZ0fn6uarWqfD6vTCZj8Lg3Bvv9vilYyFYQPql0hQFRKpXUaDQsFHNxcaFer2d5wefn51bikSYI1WrVasFj4AC1cn/IK+YO0iUeOLHsXC43Y0wiozDsMYKBw8kcQOEGQWDHIQ0pug5J9ZNkDhThM7rPeWTTcw7gGOA8EJJCYY9GI4tz06c8DENr0ODX4byxqIT1GgPPF4UGq5A4CuUj8dYQClELiAdIbi3K0KeteBYwkCpCykOlKH1iPwgqnwbAMaVp27/oYsBI8ExD7tezZjkPyprrxKvCEOH4eNVU2EGQHB8fK5fLaX9/3xRPsVhUq9UyA4TYTL1eNyFEHGc8HhvM6xvdZ7NZY27j8fZ6vRliDDWjV1ZWLHbOZo3GPD38B/REyIAxz7r1MWKO4+HXKCnIG1acC2If64cYOcfznmXUc/JGU1RRR71IjEU86Hkdt6L7YN7/KNJoLDU6p1HvNKqY/XH8nHkEgDmZdx1Rr96fz0PW0mx2glfCnkQJ1ArDFSY0wh+k6+ZmUq2O8pKkSHkEitQhrg2S1NnZmTY3Ny2lp9lsKplMqlqtmlE7Go2sXjt5viA99NYGHYP8haeM9841o6h8fJVrQskmEgmripXP53V0dKR+v2+kr+FwaF63NFnT1CfwfcpBc1BwEL+kCUp2fHysTqejarVqBmsiMW0xCrw8GAwUhpNUxcvLS2OLs66ByaUp9A1ZlBAWhjHyymegIP8IA2L8so9AwXCagJmLxaKWlpa0vr6u/f19ra2tqVgsKpGYVKg7Ozt7JQFLWijg1xoQAFBKpA2MRpOOP3i4KKgoyw6r3TP/xuMpSQolKMk8HmnqnQJTeYGEoCJu7L0uX0wcz31e6o009Q58LIyFiMGA8GLjch6EuI/pQB4hBru2tma5t/F4XOVyWefn53Y9KHviRdKk8MDJycmMkL68vFShUFC9XtfNzY1OT0/NGo3FYsbi9HFtH9u5ubmxjk4exsT69gZIu902mBqFBhxOigjPwaMaKESEm49nsg6Yf+6f1z1awjPH0o6m73jCnYfmOT7KFqHiiXveaPIpSneNeTCw/x19LaoEo8eKQst83sdm/Q/Ph/vA+GMveAMzOtf+b9Zx9Fr8sTF02INhGJoSSSYnvXOJKV9cXGh9fV31el3pdNoKygRBYGUNPfPdP2s6jNXrdT1+/NhCJbB2ee4Y06xHDHNkTrlcNm/ayw1frQ7jk/NHyVpBEKhUKlnHM0I0GCLZbFbNZtM6J1ERiprXvh8vzwcS4uXlpbXpw1P24R5i+xgH3W5XW1tbxsOgYFEYhsanyeVyM/PrnRdpQowCTWg0GioWi8Zcp/YChTSQc75QjjcqoshLr9czgpVPZep0Orp3757lhzPPGHA/rBjwj9WgXRWxQzru4Hl4z3U0GlmzA0mmlPP5vJVR81Ah3UmAWlAEHNeTDYBngX5h+mHJee+B7wNzzYMUPREIYe9hNBaQTzdJpVLKZrMWg/V5ckBFsVhMGxsb6na7yuVyViAAwUA3kzAMrbQem55OJkBnw+FQzWbTart6JYsS4bVUKjXTqgxkYm1tzZQq5yXlgPvGUKEcYCaTsWMkk0ljr0YVF3PIRvWQMYokymgGxuR6fFvGXq9nOZp+eAWEwQUT3ht1pEoAt2EwMnwced7wHqn/7SH6qDccjfcyop+/S6H7z3gEyaNHzAFzzr1E72ke5Dcv/QzEib99hyHCTrCE4/G4VVm7vr7W+vq6hUJSqdRMvJc95w1j9gZ7Cw8YhAIDnvuG9ESd81QqZegbXiJeJY4BxihIyuHhoTY3Nw3dgLTJQMl4uHdzc1ONRsO8xl6vZx6l5xCcnp6aIUqWw9bWlur1unq9nh48ePABtAf2OBW72u22vva1r1krv93dXUPBMECAiLl/yGvInI2NDVP6qVTKcvdLpZKFBC4uLqxiFyE0UtyQBb5kpXd2kD+slV6vZ4qXfebDIkDQGP/0Kr5rLBTwawxo9+PxWJ1OR/1+31imeFW8Rs1h390FRq3vw4oQZQGwSTxUiTDxHqY0FULEGFDieAZ4a8Q57lK+0geFK695gYhgRxEPh0N1Oh2DlYHaMCSwaom9YIHyfSxTFjpxIzwMTx7CWLm6utLBwcFMTVzuDyQilUqZkPN5v5Sr9PV3vTIlVjkYDAxWZNPPI0SxiX3cyr8vTStxRZUZ/1ORB6UBUuBJQnjFCGa+hxeRSCTMqkcYSrJnggGIkJ03vFKNroPoGvFeavQY81736ykKCfM9P3fR/70Bg+ERNRruivv6Y3JcjudhbOaFuCMIVRAEBhmzbvGIJRnsifGDYsFLAs1gjUP4wlBbW1tTq9Uygc75MOS5V54x5ydvF9kjyZQvc0y5VuK4hKhQzBhroFogVcxTh5SvAAAgAElEQVTPxsaGRqOR1UVmXuv1usbjsarVqobDoVqtllWP8gV78Ma55vF4bMfnGrrdrgqFgl6+fGlGCfXcSY+CWc3zQwbD3kbWwv8gBSqTyVhcHuMgm82akvRV1AgVYOzhbfs9471grt/LoOXlZSvfuby8rEKhYISuecaqHwsF/BoDzxSBjVJAGDDZ9P1E+A6HQyvF6B84SjKbzdqihTgVZbLieUZhTyAdX+hDkn0f5eGJWncNvFyfWhQVlB465T5g7foYMpATXjhF2H1ZQaxDXyaOJuXr6+u6uLjQycmJzs7O7FqA9yFXsUHI7STdwENKsD1RsP5+ovAyXnAYhtre3p6J4YdhaIXe/fCerZ8vXo/GRYnRec+Azc+AG0AT8UQioVar9QHmL4IZL8vXDmadMLd3GV9ca9QrjT5//95dx5g3B1GjzivqeZ6xP/5dMWXWaBSCvus+PfQb3UeSTDn6GDohHq/wowYKhpGHXVkLlHD1/b05N+u31WpZJyNYvFdXV0YWxIvi/FEji/SeUqlkc8Fvaq2n02nrcAZJk5AUaxT42md24BGjTPP5vOW+Ytxj8ONF9/t9Y4dfXl7q5cuXqlarSiaT1nWNWCoIF0gYseG1tTVrjbi8vDzTPY15j8fjFlOm3C+KOAgm6YKEoiC+pVIpqxVNKiT7B2PWty+kEQaGAkU5PDEwFovNIJyQ0Jhj8r996ue8sVDArzlgz+J1oSRhG+NRIaxRfKVSyY7BJlxZWZlpvg0xC0Xhm8iPx9M2hN6jlqalJVGEKHGa3Hs2310jSlqZN/zrxDWxboG/PQS4urqqbDZrsav9/X2LFWHN+ipAvV7P7pWmDBSgp4wlm6ZUKhm7uV6v2xxQ4B4hhkd8c3Nj5ekYXBfPy98fxpL3EoD1uce74ul+YA17lu9gMFCtVrMUKT+nlDnkeWG8YEghLPF4WY/cvzRV8DxPbzTNYwn7NTBPEUfXyIcN5mmeIr4L1r4L5mZ/8b8/rjdw/LleFQdmTnkNiJe/PQ8CpSxNlCmQJkq5Xq9b5SVa2hWLRUMd2u224vG4oTDecCArwKNbPvThSVGsPWKVXBMkxSCYVrzy3/HzCQzrERRJpvAxiFmrHsbH0Oj3+xZyI875+PFjQ4w2NjYUi8W0v7+vs7Mz42Sw/2CI812KpMCE9qE8SnhCegOV4L6Qg/l83ghYvAeKMR6PrcEE8plUKwwSSTMFX9hTwO3StAAS8Dz7HuML5jihBNYHXjqs7HkhEcZCAb/G2NvbM0WKcIAp6Bdsv983S5Nav71ezwQozLnDw8OZQgFYXB5iZuN6L4dUIcpRAlF6VnQQBLaRSVmKeoDR4eNsUU9lnqLBu8LDBiKDzDEcDlWr1Sz2urW1pU6nYwQWmMlUucpms2o0GlbswxsNlJaDJdxsNk3oEStrt9tKJCZFO+i3KskKfNDlxMfJz8/PJU2rlAE9UqWKmByeMiEC5jOqZPjNBux2uxaXDsNwprUj8+chR4rc+7VE6AIBGobhTDlOP3wxGH9drBk/vNFx19/R+/Jrgvv3SsJ/z5PN/JqZt8b8e/M+54/pIUH2Id/hbx++iLKbo7AzSs+jTihRFCPtOmlcn81mrdWdNNs4PgiCGd4A+5ZrarVatn9JX6KIhI9FI1+kaTcr4recg/tG+GMYg47BHE4kJvmzcDZYT5KskQQyhrUCQoOR2+l0rMkA1aAoQkGZXvKBG42Gjo6OLDukUCiYksWRQHmB3pFOJcnyd6kGRtwXWSdNOsIBVRPaY1+MRiNVq1XV63W7tjCc5nTjuVPBzJcCJnRQKBSs2xbhLAxvSlviiXNOyJmZTMZQDdKxFhD0pzDG47H1yAT6JCWADcnGwDpDQPHQms2mdc5AORIL9oQpaSo8+awky7FlI0HEGgwG1uMTRQWMBFTsiUvR+/KCjXPzXtQTYjHjhRBvubq6UrvdVi6XU7PZNCu11+up3W6b4JYmLQih6Q8GA2vbxf0hPKLQOQpakjVfYLTbbat65b2Iq6srnZycqF6vm9XvhT+GDAoYY4Li9v4aSD2TpvWpvRLgWUKuQhATP4cExnPzNY9zuZwVFUBBRZ8Z1wYCwbMKgsAIIdHnFc1bjo67lO+84ZUjaxulED3mPGU+D2IG1ZmnyP1rd8WZpanC9/nAXvn66+aYKFiQF/Jfl5eXVSqVDJbEyGs0GtrZ2VGr1dJwOLQyiiAdPpwRBIGtAfYQJR4lmUflK9/5UAnzwjP31xqPxy1c46viecQGFAe2cDwet/Q8+CLAp/PSDhkoZD6P3Ll3756Oj4+1ubmplZUV9Xo9dToddbvdGVkFIRAj2xNXpWntAhApCFagZYVCweYZuYcxsbKyYv3V2+22hsOh8vm88VMoT0mxEYigOzs7BtFjSOBJe+YyBY+AmkFMiG2zhzEAJM1wNajG92nUgl6M2wE8wgIHForFYrp37576/b663a5isZjR9HloCEeUBJYtieOM1dVVgxYRrMCN3pKLFjhAyLNgUCyQi+4aKDq86A8TwkAtV1dXlq5A4j/EM66TQvLcK8IE5iDGBU0aILJxj0EQWKUZSQZZ4b0+ePBAzWbTYkIoZA8tV6tVI4n4imUIffKIh8OhWeJLS0smQL2SpbABngawP+xIvHyEkCTzdBhY7clkUtlsVv1+X71eT7lczlARlISPX/IdSTNKmvcQGF7x+QIsPu0k6sEz19HhDTEPYft1Mk9xz0MJvKL2UKm/J/6PwsT++Hgb3qDjdY8C8X3e84aSj8MTMmH9o1BZF4VCwfZgv983foAnAeH9wgVhryLA8UoxsqmBjhcI0hGNkXvo2KcZ+epsGPHeAOCcPq7MPABn+1QuDz0zrzSbPzs7M4LR5eWlMpmMBoOB3n77bXW7XavOhccHV6bVakmSMcvZG5wbAxyyI/Av+4q4LXm/kBSRpcSN8cg3NzcNYsbAYp6KxaIODg60sbFhMiuVSlkGAXF3IGmeN/IJ1rMvfevj5RgwYRja/Xc6HUspe9VYKOCPMJho4F2S54FbiH3ykHy+XafTsQ4qrVZLhULBiAhLS0tWZk2aWo/AJ74rDIQjYoQIMxjHeNNeOJEGdVcqBsMLWh8b9sO/j5DCq0MYYfVz70B3pCF0u10rA+lzCz0hqVAoaH193eJsDx48sLm9f/++Cae1tTWLO3F9CGEEEZY7ucLAYWEYmoCADUlpwWie8HA4VKMxLXXuvWNvZEDE4zNck1eGHBNBwrOBuAfk5hUFAt17dygC5iKqXD2s6SHYqFfpY8DzPE2/lvxrXpHyGnPvf1Bo/jxeIcNU9+gCaIJnfaN4fYqINwrmMb05p/eMQSK8gsVwxbMMw9DIRwhXckw5D2QhrpVYu48nsyd4nqwFlCM8Eq7PQ+uea0Cc1hdpmZee6D23qHfrURNklFfCzFWz2bT7vLy81P3797W0tKT9/X0LH11fX2tjY0MvX77U9fW1pc2BFFD05tmzZ+b5ZzIZk3vIOhRoJpMxIlYQBDo8PLTmC+Vy2ZwJ4OsgCNRoNJTJZKx5BLIYdOHq6srSqcrlsqWRJpNJM9wx/NlzOADIX4wy9jHPi9iwJ+KdnJxY+Ghzc3Mmy+GusVDAH2GQ20tgn/iR9zDJR1tfXzdSEd7Zu+++aw3Yg2CSLkBcSJrtesTC6ff71vYMYew3KcIB1h4bkc0tySxFmIDzBsLdx4i8EJU+yEIFzsXS5LqCIJgpns51oLC9hwCrUpp6I5lMRvl83nqjEvvc2tqy/GGeA163j9V6QcziJ2+SZ8bzjMViBp2R70f6iPcAed6eccpmheEJ69IrBc4VJcMh8LxBg1LyhpInxLwq5ukVGwLbC30Uqy+wgnD3zzgKYfv3ooIkqqS94PfKFGTGnwMlJU3XMHPhPT3vBXI8FB0GatTw4Jrx8liPpONImmkbiIe3trZmDUG8lws8Smod0ClrxxOGfE57Mpmc2W/eKAVmRWky3wxIlN7T96xo9hX73MPQXoF7BY0hzt/+fBjUyWTSWgweHBzo0aNHdvy1tTXrZ7y9vW3QMuEvINxkMmkNCSCRbm1t2THwDJFv5Cyfn58b0TAej6tQKMzk015fXxvhbDQa2bkJM+VyOS0tLZlyJWSFA0BRk8FgYGEGjCjSiZBlIJFktfia3tQE8OETylKenJyoUqlYumSlUtGrxkIBf8SBJSZpxgI7OTkxi/Xm5katVss2C8nkKIpKpWJdRCB4AHN4oYkwhtiEwPSxWR/T5PhsJqxwz3IESpJmyTUeApNme6HyPt9BkPAZyt2xscmHlKbdXYChpGksFQFTLpdNoD5+/Fj7+/vWShDLmJQO5oJ7lWQKvVAo2Pe4TjbscDi0Z0AOLorXW7ocy3sJ3ttAyXv2tWfPRlEG4MF5I6rYxuOxoSZs/uhn+Vw0Pu7j3iAZHDfq/XgDZZ7y9Qob+HaeR+xhS17nPQS89/69ocHnPeFonufOOVBqnvToSUVR44A4HUgUSo+YOHME07xUKlk1Kk9shHFPzI/0kpubm5m0I+9tYhRinPnYvN9HzDPGMegR0CfKl7xU7hsD0cObvA8ZCGMcwwR0KVqCk7VPYwdiuzy76+trVSoVvXjxQkEQaHt7W8+fPzcSGqgOaBKDEM7z58+Vy+XMc6ekoyQzXFKplMVKMcaq1aqkaYnWWq2mjY0NK0tLYRHkLR4sGSmU8xwMBtre3rY0I7IoYLLDX2Fd+DWIQc0PCBfXyDkbjYaFseAQUAObevV3jYUCfs3hrUy8o2KxqPPzcytN5rsfxWIxiz3gteFlnZ6eqlAoSJosMMq8AXVwHpSMj215T9ULRYZXoh4O9P11k8mkdfeY9z3pg5WDEBiQUhAC0rSUJgIxCAJjOOM1tFqtmYVIRxRSGFZXV7W3t2dkipOTE5vnjY0N5fN5nZ2dzSTye7iIGI7vkYwQ49kBU3mFirWOxeuFli/A7qF9Lww5TrvdNmZ2dHiFE1U+HnbkOoHkeP54XH5d3JVexrVhnUcJOl4ZRNcPHiNKjetjTqIK1yt1Boox6pEi+DlGVImjeKKfYQ179AUjhTXq96Y3YGOxmOXARu/BIzMUgoEpT+bCYDDQzs6Orevr62sj9NCMAcENi521jUfkjQkgVOYV44DnCzoTj8dn6nJzDlAeHyfnefi9xbMnXitNy+JKs4iDpBl+QSw2aQ9KRzNY4RgINzc3VlWOOCzGSrvdtlKxNzc3qtfrKhaLOjs7s4JFpAhCQiX3FmM7n89byC2ZTFrOMOEo1g1V8kgrIrzkje6joyNVKhUzFnidMF6pVDJyl69EiNHkDdd4PG4oJDD5/v6+ySGMskePHln7WlKh5slp23N3vrMYM8MLYUm2GGC3UvbPw5SNRsPIAwhNPKZYLKbNzU07PsQpabZOMEJkNBpZugybM6o0/UAgeY8ZxvTKyooymYyxcLm/aNw3ClF5r9MP5gRI0J+b+G4+nzdPhLhnLpezFCxpAgtiFcM8xSuNx+PWaJ0E/F6vZ54+ReTT6bQpjWKxaIKXGCvnw2KVJoqH0AHKGSFGrI44rxd+fn4wqJhHDxNHvbN5MSHmy5cuxNjjnN5C51qi3+e9qJHmlaa/H67Hoy53XWtU4fIe/3O8KBvbz4tfM97AQcFg5EmzbRY9wuANoHnxdU969Axi7xX6ghykpoBoNBoNbW5uWqEcQklnZ2cqlUr2uYuLi5k6wlHPFKPCh3K4VmKVNHKJx+OWniRN4qXUA4AvQbyR+/SGkp8XDFPmB6/chyP8vPE/zkC73VY6nbZsDu43n8+r0+no/v37Oj4+NhKiN04Gg4H1zKWIx9ramu19v5/r9boymYxlj/giH3RpgmUNmkFWRxAE5oGen58b2RU5F4ahDg8PNR5Pcot9pzbuE/nsYXvQOZ8SyJ6EMU2ta/Kel5eXlc/nVS6XJcnaoQI/v0pOLxTwa46TkxNJ0u7uriWVEzPp9/sG/SA8iRVdXV0ZvFMoFAzigrhFfWNJlooCZIS1L00tWBSNV9Je+PL/vMFnUFp4WSw6vzn98IL/rnMyiNngHQMvpdNpy5NDScMeZmNub2/bhsKCh+hGTImUAzwGBGEQBPYbYYEADsNwplg89wH0hxGFAYUy5nN4Lb5EHd4MQo+cR09k84iAV4YoFT98PIo5R4hJU2JSdK55P3osPuuVmfcUo7C095a5zrvgc28g+P/xpHxslvvFk4/m5nIc7s+vL38/UcOO70chbR+jg3lMVSq8LIS1NDEMOS4FIMbjsc7Ozowzwf1gvFDBKpfL6eTk5APFUKSp1+qLOXjP3ntdCPpMJqOLiwtLxZFkDH7ug+IZfv3xbFk3zCnfw8uGPMT7KHP2LPuU9YxXTx18lNLl5aVKpZJ5rldXV9rb21On07GuUOTgMmd4961Wy5yJ0Whk8eFMJmNpnVtbWzo9PTUDFNSNufMGP8+r3++bPHv58qXa7bbd6/n5uZHEPNIEY5l4Lt9B/uIMhGFojG/ywVlvX/3qV3Vzc6NarWbn4X3IYdGcfT8WCvgjDhSGrwedTqdVLpctDcE3gfcEHgQR1hxe0/HxsUqlktrttjFhEfIsQASYpJkavz5263/PU5DeQ5Jk6Q8YClF428fsoudC6FHKjuvhs14B4JWygYhREV8E9kokJkXmifnu7OzovffekzQRlHgL+XxepVLJim5EiTr0bCUuDezMZ4A1SfiHMemfr48rjkajGcWIhYyiJdwASxoomu/4cAJzSDwMJcQ64hzMNwXmgdV5X5KVEMRrxDhAeQFZeu82CKY1jr3i4pkjnKIkHf9ZfiPMOLcnVcVisZki9lwPZQmj7SA9XMsc+3XnwzB+nUdhcmD08XiaCgMLFg/G58p7QwTFy748OTnR5uamlUtk31NykUpXeFB4aBgAnp3PGuQe6a3b6XRsTVCvmX0DKQiPivliHePt+WeFI4CC96368FRRWgzkCwYDc7a7u6tGo6GzszNrGUhhHLz1IAiMaIoDwdp89OiR8vm8arWavYdBwf3A/yiVSlbsCIQGhMGnTCFD+/2+8UjS6bRevHhhrRNJAV1eXtb6+rri8Un9eZpaeDZ9s9m0tYURFE0lHI1GVld6NBoZOez+/fuWmQFR7/3339fe3p7S6bR+53d+x8i0d42FAn6NQZFvOnj43MBUKmXUerw3msVTFxUr+ObmxopQdDodq9Q0Ho+NIcxG8n+j7LHUPAP0rjHPk/CvA0cT28Bw8JAjytcrXu/54DV4UhCKT5pClgg5LNV2u21KD0EOpb/b7Wptbc1yC2E2ehgZskc2m7WSn165BUEwA1lRhID3IYJ4QT8ejw0a91A/z0eaVlfygh4rPBaLqVKpWOwQBYOw9PPHXPi43LzYMKkgmUzGikSg3DgeyhTDLgrL8qyjsUjWGALJe5UeWvYeqzc4/LrwMCtzdHV1pUwmY+kcnjtAYYdUKmU9mz1a4NEDYp6sr3g8PqOI+ZxXhEC3PCOEKmlwPo7NfHMcf+0IYYrL5HI5bW1tqd1u6/r62mBi9ioeJrIBY5NcXJ4P3IN4PK5qtaqjoyNJstDKcDi0eOTq6qrW19fVbrdnGoz4eDEIFWETZAScBx9u8IQ3/wyXlpZ0dHRk/xcKBdVqNW1ubur09FS1Wk3b29tGIvUV8EidOz8/1/7+vr7xjW9YD3BJ2t7etnQiT3zMZrM6Pj5WIpHQ+++/r52dHa2ururo6EitVkvb29t2bdGwxtnZmQ4ODiwzBWU6GAx0dHSkx48f6/Ly0vgnjUZD77zzjo6OjkyW0N4QowKHyZNL+RsPuVKpaGdnxxwBQlS5XE6Hh4d68uSJxuNJ4wp6nM9L/2QsFPBrDJh61Wr1A5bRaDSyLj1Ya8Qx6BhEVw9iwEdHR+bxtNtta0AgTa16NpKHL3y1I6/wPBwtvbpovhdWKJ9oLI//vYchTeN40Paj8CEWOb+BAxFG8XjcyFjMBSUpEVbNZlNhGJr3kc1mzePvdrsqFosG7VChBq8BL953cOE3PUK5TmlKVonFYvYd7gWrFqHqvT0/D9wXQsjfH8fz8Tnm2f/Nc+Bau92u4vG4FWwgFYb3MXD8c0Z4eEXLuTk276GggSWBXqMx/nleL/PD+YbDoZFWEomEKRwfD/aGQbTnLtWLKFvqoWsGyoJzeuXLvfp15r0OUlFILyEtB+PHH0+aoEIUoAjDULVaTclk0tJuiKmi8Pwz9GsOT5g14ss+AsUDIbP2gG4R/HT/QcD7fti+CpZPReT58rz8XHolRryVtTAajWYMj2QyOUO8Qu6xniCsYWQRtiHdp9lsWoGZra0tpVIp7e3tzTSP6fV62tzc1NLSkra2thQEgb7//e+bAY2B4avb8QyQsQcHB3r8+LHOzs7UaDR0fn6uMAwNTVxdXdXp6akk2bF5r1gsGrkTIufFxYU6nY5WVlb0/vvvW4/mbrerarWqpaUlM+QwhjBwnjx5YnMUj0+KgywvL+u3f/u3dddYKODXGMRfCOT7SkTSZAMOBgODUxqNhimhi4sLEzqJRMJISblczhYjZCgsMeIsKGXviRD/ZFBezufBRuNleCi+hKT3NKIxXo6PcMDbxgsHVo9Cv4yLi4uZ2sQIKipYQUQLwykLEo/VK52rqyuLiR0eHtoGX1tb0/n5uR03qlQRdggOhD0QJPcMFAd64ZWDJyhxDu/J+dKVkETq9boZVj5WhZDz6II3Vrxw6fV6BoGCDCBgJVnazDwmNPcV9eiYpyhTXZqW4owaYZzfK13vmWK8ROFnvGo8MJ4rxwLyZy9xrR4G9F6493y5N87Hb+4bYpMnmvEd32ebxgooKOYS1IF8V/gW1BoGoQHlWV5eNuIRwz93romQCgYc98Bn6ZgGW5t6wpIslgqTuFgsGskJJcy55ile4t1+z3NdPJ+TkxPLs4WjQWz85OTECvx0u11tbW1pOBxaK9KDgwPrWvb8+XOlUik9e/ZMOzs72traUrlcVqfT0fn5ua0/GtFgrMZiMdVqNYut93o9Q7p8XfbT01MrvHN2dmbx5G9/+9s2D6VSyQhWvn486BZo4ttvv20eOExuH4d/9913lc1mlU6ntba2pu3tba2trRkJj3UG7wRWvQ8lBMGUZHfXWCjg1xgnJyfW9mseKQVL6OTkxOqU+iTys7MzE3RYReS1UgmLuAjCH+UALEypN4Qe1XM8ScHXKvaDdAk+zzVLU0iUGDNwJBvYw2nSlAQmTWuf+mMhoH3nHhQXECpKzsPVtVrNcqH5HFbp0tKS9V3l2pPJpCqVygwjHFIV84EXixfBJvQxHpQCHouH7zwjl3n37FrOC7NTmkLBDA8pe0WHAuMzeCDAYh5F4DOSTFjMi8UyP3gtWOY+zjyP6SxNSXOegMd1U7zDG3Y+LudTa1hnQLkXFxdWjpM1gZHJtWAoUJbVk23wniXNGDEeCYjFYpZeR+wQ8hDkP54XRijzi7HGfYIEBEFgeaaepcwckdvvu5hFRxAEM3WXvTKRZPuYpu03NzfqdDra2tqyFKhms2l5rDwHrs1XGMMYjhpQ0XrR8A/Ys4PBQFtbWxqPx9rZ2TEDMBabNlohJckfn+d8eXmpfD6v999/X9VqVffu3dPTp0+1u7tr5C8qX1FcZH19XbVazUhOBwcHZgCsrKzo4OBAQRDoe9/7nlUXPDg40Gg0Mri+3W7r7bff1ng8VqVSsT7eOAyDwUCnp6cKw9AQM5pEbG5u6uTkRK1WS5lMRuVyWfV6XYeHh7q4uFCz2dS9e/dUqVTs2SwtLVmzGfayLz3qGf2+uYsPBc0bCwX8GqNQKKjdblv1FAgfHoJKJpNW4QUGnSdPUFzce7WeiMJrKFSqZ/nNAhyD8Ma6hxTkC0VIUwHqPVqvZFFMUajZe014JZzfKwbfQ9THhb037WPExMJ8OogkQxf4PMzyTCZjpQCJH+GdEP9lDmGde+UA8YaYGlAbzwqBwPV5li7KK6oAPfmKEY/HLZ7pCWfStJCFVyzMsR8IS9JQ+BxkPownNrR/zt4TRZl5QhDPAgOC73AMhDrGFvfkiVAYJJ4DwPX5tcEa4HtAkpCOfB1nzuFJZXzPe6g8N3LAWTu8RmlE4vYoedYKcCsGGUqT559MJk05eggeJY+SG41G5iFeXV3p8PDQ4Ez/zBg3N5NCFJVKxQxTX3uYYhKDwUCDwUDr6+vKZDI6Pz9XoVBQMplUrVbTycmJ7t27Z4ofWQS/gfaj/rzMIeiYjxUzYFQj05ijZDKp9957z/L0j4+PtbS0pHw+b8/p5OTEPFX67L711ltKpVJ68uSJlpaWrBqgh+E7nY5qtZrJHvqFt9tt7e7u6vDwUJeXl6pWq3r69Km2trZUr9dnWgrSsWxlZcVSkb7xjW+o3W5rPJ40d9jZ2TE0g4YMeKUvX760FKHBYKCzszP1+31VKhX9/u//vtbW1swgBtHBiGPNIdtZC8hpTy4dDofa29tbsKA/6Wi325ZTivUO1IknimdERw/IJbzuyzbi3XnIVZLBUT7e5fNAPQzKbwQrf3uvlGvl2NESi9JsfM170ShahDkCCwua4/A9CB14I8wVgguPiGLpEEyA3FZXV2dgXHomAyN2u12DBR8+fKhcLmfHo3UYRAyEl29QgYCNxWIWK8bwiMfjBq17uI77mqcgUKr0/CSdK5vNfgBq5lkyPCQLgYTUBbwu5t7X2MbA8oqVZ4iA9XE+CGpeqWK04aV6BMN7zNHrZ+Dh+/lhLWCcIMTZJ3yfeBnXyXXf3NwYyYzzM0feM+dY7CEIXYQs2u22KWGqHOGlY/hxHubaD19OleeD0QNEjIEchqERsDzkHB03Nzc6Pj6WNIkvF4vFDxTsYS4gilHOkfzfJ0+eWIUqPHppkhJZq9XMO/dK2D8/b8iwL9kXIEYoaRjF6+vrFp/nOk9PT7WysqIXL16o3W4brHxzc6N33nlH2WxWu7u7ev78+cz+8vOPR5xIJIJdtGMAACAASURBVPSlL33J5FU6ndb3v/993bt3T2dnZ7q8vNTXv/51dbtdJRIJvfXWW3r69KlWVlYMjSQcxbqBsZ7NZi2+XC6Xtba2plarZSEvGkHQaIJiGkdHR2YsrK+vq1KpGGq2vr6uRqOhbDZrNfgxTFm/eL1U6+t0OmY43TUWCvg1RrFYNKIUlVNQOFiPKB3IBQgQvDlJllc3GAxmPNabmxuLZ0hTBjQKA08T6xwB5wkJWJpsNB9b8yzXeWQtYnp45cRKfcwq6plI03QRadaj47MIfIQuAhFPjDSDfr9v1rWvVFUqlQxJIG5cKBSUz+f1pS99Sfv7+1ZRhxgb84RyB46KCmKu3XvwzIeHopk/hDbPEdiaee73+9rd3dX5+fkMUhCda+YSIY7nf3Nzo0KhYM3LUWAe5uXzhCUw/Jhvr7hR0jTu8MgNa9PX6uZ5+3VHaCQKORNb86lrzJNXvMwlSt6Tn8iH99A6ioHnxveZs/F4bN4uJL6rqytVKhVDhahu5Ne9f/bFYvEDELw3HFlPEBu5fsIh7Fe6WH2UcXFxoZOTE4N8g2BCNsrlcup0Our3+zo9PTWjK5PJaGNjQ4eHh3rrrbd0dnamfD5vr5Nmw97r9/szYQLWnTfEmUfIRdEBTIvhwb1vbm4alF4oFPTlL39Z+/v7+t3f/V195Stf0Ve/+lWbn83NTYODm82mhsOh5dE2m02lUiltbGxYBzBqQa+tralSqSiXyxmxlXg+6VTlctlgZF+gBkMGGcNaz+VyRpDs9/uWppTP57W1taWvfOUr6na72t/f1/Lysra3t5XNZnV0dGT1q5HZkkxOEzLAaMMZQ24sLy/bfvYyNzoWCvhDRrVatU0LicBbd2xcFtL5+bktHK8MlpaWzPrmPax6Sdra2jI4Bi/Rw38IczYXkBtWLzFkPFIUBu97BeMhUQ+XDodDE8oeOkZAR2FXL/S5Hj9YmD5f1dfnJU5+cnJinj8dUbBu6fvpvcpWq6Vvf/vbisUmDcPJKyWuRMEPYPx0Om1zCntbmq1pzD3xbKNeIAqKTYayOTw8NLKG9EFDxIcKopYwStFDmIVCwYQxhgrs4EQiMdMtCSEQJVb59UmfZQQJ5+F4nJ9n58MQfDYa0+aYkszq98Yohk2UZS9NMwe8oPTVpDAgonFrXgOt4B5IIwmCQEdHR8YX4Fj++TInXDOfwThgfwMjcg4UcrfbNaXL6x9lgHBls1lr+DAej63qVKfTUavVMrRnfX1dm5ubajabOjg40M7Ojim4Wq2md955x9YGsVRfMtWvCQwR5hRlGY9PKlLhLFQqFev6lEgkrGTtysqKed/b29v67ne/q2azqfX1dWvQAFMfT9TPlzQxQAqFglqtlnq9ntbW1vTgwQN1Oh3t7u7a2qH+Ns1XarWaBoOB7t27ZxX1IFfRLAGDGqOx3W5bT2AawPR6PX3ta1+z6lVA/BjcuVxOKysrqlar5jXH43FtbGxIkkHuvnnDysqKGT7wWsiFjsVi1l/4rrFQwB8yjo+PrcQYlqQXyCTLAytdXV1Z+hHCnvgFgoS4D9AzMQqaDHiFN48A4xVHNK5DfhveDIKUmJP/Dl6vNIUfvafn7xWPyiupKBQNzMtc3dzczDCHie/ys7q6quPjY73zzjuq1Wpm6bJBiB3ClMZbJK2A+wVqjcUmBTEkaW9vT0EwqdcNREnSfqfTsepI3Lf3TD2rWprNf0Xo12o15fN5UwAYZr7wgfeuo38jCKVpzWqMBUIYENAwni4vL2d6EgOnS7MQH0oMNjoK2huNXA+hFE8YAVb0Ss8TeIChfVMPSIYebWENepIW90wBF+aM9eyLJHAM5ojON8DsuVzO7oU955W+NwLYu+PxhBHt4/0e9vYcDUmGIGDAwFCnZvSrGK53DQhDDx48sOv0FfHG47FOT0/V6/V0cXGh3d1d9Xo99ft9ZbNZe9aeJNXv902ZoQDmQdJhGNoaZR7T6bTFtr0y6fV6qtfrdiwKzPT7fWs0IE36pGMMrq+vazQaqdPpqNFo2Hq9vLzU1taWOp3OTOnG6+trbW5uql6vW2neo6MjQ8SWlpa0ubk5QyT12SKgiTRiwXG4f/++9SAmRFQsFmeaaoThJN/53XffVTqd1vHxsSqVir73ve/pwYMH1kscmBml7VEqZArybjweG4McORnlBvixUMCvMbzljHU2HA5tsWJh08YqDENrNu2FJ9Y8BIREImHC1qdx4F2gcD2UibXuhbyHA3nPe1WUzZyXqsSATu9JMgguPHYPN2Jt+qIIXpDjRWPVAmvB+oQdyuaSZMxOIHkMGrwl7pHfvFYsFnVzc2PdjrDEDw4OTGnxDPr9vs2BL0Jxc3Nj+cjeOGHTXV9fG+zIxoVNjdeUyWQ+EF/3yIN/bzQamXfgiUggHihNlBLV1BAEzDkkGhQpHmYikbCUCgq4eGHgWdzeI5amxKrBYGCkMq+4MdIwwGC2e0jdcxZ8CAMF4GOr3tNkTXFvrD0Mi0wmY3FE5gahDMmLkI03TrkHzsN+ABXwAp5je9iee5VkMWj23TxFN29wn6PRpIlAu93WysqKIWjsg6urK33pS1/S8+fPjWm7ublpzUju379v6U8gJMTGv/zlL6tWq6nZbKrVallWhTcCMah8qhZrgZzXdrut1dVVvfXWW3rvvfeMjDQcDvXixQszmiqVirrdrsrlsjkWNFCg4xtzDySN08J5r66uLN+fJhbUiO52u/bcqOPMXiDEkkqlrCFOs9mcKdzCsehPHIaTFCsMSK71wYMHWl9f13e+8x395E/+pEHNhDTgiIAU4SCwlyj2A4cGIle06U10LBTwa4xms2nWE6xIhATxFBY3OaG+GAAbejwemzW2trZmFZ18oX8Umy9m4D1VRpRkhXCTpuxnSSagOD/C0B/HK/OoYvbveUXiiSwIfQ9BesODriDpdNpKTRLjyWaztikpIE/5uHq9bh1XgiCw2DoQHXNWq9WUSCRULpcNjgaqGwwGOjg4sDQOEAIPT0KAicViVhzFN/lm3lDWKCrgcuLcd8GSXgn7uWdD8xwxHBCmfJaaxniDeOgQSryXCZSIkPU9Zz25joGXi9JnfYDE+Gv2yACKF+WOV4xSwxv2hC3WG8YZaUfMG963R4t8GIPhCzOw3vy1sp8wBlH0vtgNng1pdbyGIcW8ce1+PkBzmPNms/mhSjiKqkgTuUK4BI9za2tL0sQI2tnZ0d7enlWHopFIoVBQoVDQ+fm5edEYCMVi0QxXWvHhKFCnmb2QTqeNwMi6aLValu2xsrJiOccYvcCyFLZ59OiRedCSjNwUBIEeP35sBTioQJVOp82DhkDGGqFKIOghho6XJxh27B3uKR6PW84tCCBFVXw4hVAdoZyzszOtr6/bGsOYR3ETDoMXA0EU2YcR7nPFMQCQKQsP+BMOlC9QF5As3q5fJJ4og0dJtSdIFwhDGlZ7wo+kmaL8KORofq40W9vZe7d+4HVK+tDF4D02Fi3/o4A9Ac0TbbCkUcJcP0oFIcPG3dzcNFJbqVSypPxut2sVdiA1saCxkoGwuQbK9rEpmU/yYbHcid0yfPwPhYbFCvQWFZq+tCD3GyW4eAjWx0d9TBgSDOf15Ce+61OL8NR4BqwLPg/U6iFrvA4QFv9cPf+A+0K4SdOSlL4GMSgBSp51AHObz2EAcAw89ui8Y1ig4LgOSF5RY2He4L59aMXDzZ6LASTN/fF5PE9P5MG7Yv59QRHSxbg2Gsm/aoRhaF3TJBmEubq6OkNSZO8nEglVKhXjjaCYj46OzGOmQczBwYGur69VLpcNmSPHdWNjw/YUPXrZn4QQfMohz5WG8rFYzJj9V1dXarfbqtVqur6+1s/8zM+oUqloaWlJx8fHKhaLGg6HRjKDWUxZXgqJJBKT3uA+j39jY8PknK/dHobhDI/Fkzj5Lk0q8E4h6bH+aZIAOgKnhONSfe/o6MgabDx+/NjY5YlEwoig8fikmh+hLhwxQiKcn/fYj3eNhQJ+jcGDZ0MTO4zH49aHFohmPB4b7IIVyeb37b2IH9H0GSsVi9DD2z7f2A8fy53ntc77DsPHlKOvc2wEcDwenynd55UxHrY0FdrEpiSZdc53KOAehpOm2+QxUnRgbW3NOrHgXaJcUXxsPIyaXq9nCjcIAqt8Qx1uH8fxCpH7RfB6BeSLOXglgKXM96NpO8y5N3SiJDbibqwn1gjvM494+NGYqGdve4iV4eOSsHdHo9EMZMa9eGSDexmPp9XB8EbxUP19ea/O8wOA8omfYgCxFhBmnIMQA/fimeFeIKMcovfuU4Oi+8DH7lk3Xll745LjAkcDs5IC5lEm8lDhHWAgk65EIwhGGE466vgKccgQUoFQxqA8xO/9uZ88eaLz83NtbW0pm83qvffe08OHDzUYDLS7u6t2u61Go2GZG7lczgw4crFZd6TyYMx6FEuSXrx4YWxjshFI2dna2tL3vvc97ezsKJ/Pq1qtam9vT9vb20ZMWl5etk5xu7u7ZnByf3A8gINBK7h3HJzxeNJ5ivQeDGu4EJCiCHXxN8+K4kg+55+yk+PxpAHHzc2kYcfu7q7Vvk4mk6pWq1ZQRpLVBPf1FDCYQN+4LmDrhQL+FAb1USn+QJUdNufGxoZR7IvF4kzpNQhQkARYSMvLy1a71HsjPscYxRCN23rB4se8h+0FhzS/P2X0e95S9spAmgowhKEXdFjPIATSNMaJUQFpgr6akGeAkJPJpHZ3d61MHMqTWCyGjCSLJ1Kqj3vDwAE2QtH6+DqDY/E+RDlpqqzOz8+tNB6wOsowqtCjcLMXav558H4qlVK73bY4EmQ0rHSUGsLDw+d+eA+cawC+J2yAMZNOp03p4QF6FjvCw6f98OwQPHhQxPQkzbDBMVboPw0TNZPJ2BwTVuBa8HgQxrzGfQMrYwDiKbFnfEzbr3fPQ/B7CaOD9/HWaRbB/fHcUCqSDMYMgmkhHtbL9va2Dg8P7bnwXfYVBE1IhOl02gz4fr+vjY0Ne04YpFtbWxqNRtrY2DA2NYpxa2vLug0FQaBqtWpKinPfu3dP9XrdeBAgdcwb99/tdq0ZAvHZZDKpTqejfD5vhTGKxaIqlYpVvYrFJmk/R0dHZiyzr0EQmAP2fzqdtjXQ6XSMDIaH7hFESfb82DvUD6D8r5dZy8vLqlQqevbsmRVAoWMZjPmjoyOb/3w+b40vlpeXVS6XzVgGdaPZjjcWDw4OtLq6qnK5bPctydC+V42FAn6NAeSGV8QPpAh61eIt4PF62j+wGvlwCEPgN4QglineCpudMQ+C5vV5itV/zkPMr+MxA7d5Ag2vAQvjBRHXkybCl/KMsdgkL3p3d9cE9fX1tWq1mm1EcuzwsjY2NizXdnV19QP5foPBwDah/xwNthHWGA4Ibq+8vDfqIUoPvfv5QwBAvpGmnqZP/8LLiBo0854brzEPzJUnGSEAIWwRE8W4kzSDQnivzuf9ojhQ7HinxAsxJvF2pKniQMlwbGKuwNbA/igDFO/q6qp5NvzPuiAM4+FpFC0KdJ7h6Al0zB3VsfDApSkDm+vz8WRPYmT+uJZEImECFyQAPgAKEiOJ66WAhi+7mk6nVa1WDSaGDBVNGZNkRtFgMFChUFC/37cqTjs7Ozo9PbXKWzQeSKfTqlQqVhyDUAZpeXjlVAajdjqFJPDWqNvNfmfOiKGCUEH2wjMMgkA/8RM/ocPDQ7VaLeNDnJ6eqt/vW/6rN7aur691enpqDQ9Ic0K+EjP2JT9BGuhJ3Gw21e12rcc6kDT1tklnRPnf3NxYnngYhlpfX9fl5aVarZZevHihy8tLPXr0yBjao9FIb731lskyynBSL/vevXva29vTycmJHj16ZNBzrVaTNAm57e/va2Njw/LFX8WUXyjg1xzEZhBgQCTtdtu8gng8bgvLCxAEvyfJAId5+BIYEoUchTYlfWDz+tdfNbwwI7b2Kmgkqog5h2dEI9zJvUUw0Swhn8+boO52uwY9erIFykeSeUegAxwXGNh7XHi2PBtp6rX1+/0Zksw8uN3Hz328MupdogQ5D88Ewe6/K8kseK/M7ppnBD+ChhrQCIJUKmXwMdfqYWQ8OOBdBKMnDXFuvFjKH3qDAgMKkqFnjvv1QhwwygVAiTI/XBvwKsqH9e+Zt5yD/z1qEQ2/ePjZe5Aw1SHP8Hw9tO6/j7eGsmE+vaEBqcgT1Pguz4Y1y/3BUeB5BMGEvUyjd/ZHIpEwCBMjlVhrt9u1CludTsdyU2EbQypcXV217jsnJyeqVqvK5/NaXV3V3t6eYrGY2u22pcwgszyZyxM/b25urK9vPp83A3B9fV1nZ2eWEtVqtbS1tWWtAh88eDDDfIZolclkrMZzLDapogXD2RfdYb+Uy2WDkvv9vtLptBmePtuClE1qNDOP7DeeJ2l8g8HAwh3R5jY8c3Kp6UeMzBqNRnr58qXy+byePHmip0+f6vr62jpGvXz5UicnJ8rlcmasHBwc6N69e1YMxsuUeWOhgF9joFyAi1EOEKpisZjVeSbWBDzp403UDmWTLy0tWc9XLHSEBl5OdHimatSymud1zVPYfF+aXxkr+htvAqjNX2MqlbI4djqdtvqplIP0jbofPnxoPTLpWuLTaCjMgZDCqsci51rZjB7+9d46Sq/dbn/AiGFDoOSjc+U/51NV8BK4VuLfPseV94MgsLgeIYuowYPwY30EQWANOvDuuT5PoPK1l1lfGIVcN8+J5xsEgXlva2trFsfC42ctcU18FmSAWCUCkOENT0hhxKcxHJhv5s17uFH4nnNGY7R8PzqHzAnfxeCJetD+f+4Zg0GSeepUoQJG5zfhDJ61h/o9eY21S0yV8+GdBUFgXhvhmLOzM6vWBEkKJj7eKc0C3nnnHYOeU6mUvvvd76pQKFhzg0qlong8rt3dXTPsSOnb2dmxvQj6gWHCfoIoSdobDRRYb61WyzzpeDxuigkIH3LTaDSyNEzukfQcykBS47zVaikWixkkHASB7WOIilznYDCYaSvqMxDK5bJevHhhBjwwO5AzjHdQR4qKEHMGdiYXOZVKGQsar5qQCYbS5uamedenp6fqdrt6/Pix3n//fdsbnjMxbywU8GsMYl+kWUgyi4rFi9fiPSsWER4CCpj38RQQ6N5TnufRelh7ngKep2w9vBf97RU+r/E6nq40behO+of3IlCO/A8jWpoo6OXlZT19+lSFQkGpVEqPHj3Sy5cvrcE4NbaBiM7Pz1UqlTQajSwnGgvd37s0jc2BJkSLN9BdiRCAj8P6XFbmBAHPPKDE2PA+9ihphh1JPNALaEkzBBeOx+sor+FwaExTb+R4cpYnX2F8cG0+du3P45nKXC8xemBTH5v0njzPlWORUuQNMO8JSrL3uVaGT+HhfrzB4ted9xaAx70CRbFwDIxXn2/uIXSu08eVPd+Camt818OxXANMftaoZ8dyfYlEwqBTYpcemsdADIJAhUJBuVzOoNvz83Njq0OaIs4IL4DQSjqd1vr6uvb29vTw4cMZUtH+/r6y2azBtRcXF8aC/sEPfqBUKmXPC8SA64esyHqUJoYJoaJnz55ZMRRSCXd2dizFb3l52eBvcrJ9eI20HhQ43mihUDAofX9/X6VSycJ9ELTI5OA4GLdHR0fa3t42Y5uCPtEOaOxxUr1OTk6sPeX9+/eVTCat+lcsFtPGxoatp2azqSAIdHp6quFwqM3NTeu4RI5wo9HQzc2Nfvqnf9pSyYirn5ycLDzgTzIoGkF8kgVMTBdhi6JA2KIsgXq8xwPLEoUM8cTHsKKKU5rGZBFyUUHH573QvYtwNY+85SFmBL23lDknQgpBh3WfSCQsFpbJZNTr9SzVCgsbeI056nQ6RvIYjUZGfqHjiU8bYUNjlafTaXsmQM++OL6Hab1F6j0pr3z5DfnJtwZEOXiFMx5Pqt4Ac3FOryRh9HoWPedEwRB7pMJXEAR2PLwIrp358OgESpRjRtnTnuXLsYEneWbcT/T6PYxP7FaSeXY+55icSNYI3pVX6t775TjsCWB91hZpTwzuhe8ynx5eZj95hjf3QdEM0AuYq3h6njQYi02YuhghCG+PvAAzDodDq2vujRMUchAEpuiur6+N4Y9yIX2IuT47O5sxOiiKcXZ2pmq1as+ZOst4vNRsPj8/14sXLzQcDnVycmJ1iW9ubtRsNi07gOfHHsIr93uKFL/z83M9evTIUrSWlpb07NkzM5YhnRaLRYPySePC2UDBYTDhFUPY3NzctOIb3COe6Xg8NpJWLpczYy+RSKjRaOjJkydqNBpWhQpmc71et1BhpVLR3t6eVRWj3kC1WtVwOFSpVNLZ2ZnG40mWis8nDoJJqVM63nHdOB2pVEqHh4dKp9N68OCBGRDVanUGaYuO11bAQRDEJf0DSYdhGP5cEAT/saR/Q1L99iP/QRiG//PrHu9NGDSUBkLxKQQICjazj4siFHy7qmjM1MPRftNy/LsGwjZKTuE9/n9VfNd/1n+O6+P6ffoR5CdeR/idnZ1ZT2MIKVjvKMt8Pq9kMql0Oq1ms2kxz2azaXVk2ZhXV1cmWFB4XmB774c8ShQy8TTvWUZTgIBrgfdR8j53GA93dXVV9Xrdch0p8IAh4EspegiYTSnJ5sCToqTZPsvEIjnu2tqaxcY8hM373lhiTvwzIdZIfIxYNcqRUoAQYIDjMd6ixgbKgbKCPAvihTx34EDum/Xl4WZCMaBCfA5PlvmC5OTJSz6v2O89jsu1462PRiNDJTBeIT/SdARF7I1fFDbnRDF6Q88T21jrfm95Q5j1yfFR1FR0Iv93NBpZ+VFpGp/HeBiPxybYKUazubmp6+tr/eAHP9CjR4/U6/V0fn6uJ0+eqF6vm8HnjT0QAX5gYgMPo1h4D4eBYjrswVwup/Pzc41GIyOFDYdD1et1S9VjP/E5j5ZhsHF8DLzBYDDTKAIyE5wCrj+TyZgRfHh4aCRXyFg4PM+ePdODBw9mau3fv39fpVLJWpbybAqFgu1/7o8mDtVqVWEYqtls6sGDBza/tE+8vr7W8+fPNRqNVCwWLTf5VfL8o3jA/7ak35eUda/9F2EY/vpHOMYbNaDk+5gYmzhqUSMkvIXsYWU2aVTpIjSkWS8sGpv1SpXfnJcRPfa8Y/A6sWTew4vw0DIj6vFC6ScOBMyKoPElOSVZihaKFQG/tLSkXC5nsWRIJ3jceA1cG9fhCVP+ueTzebOqgftI42EANaJ0iQNxTA8vLy8vq9FoGPyO0vfKAvicWCkCk3n1ytiHHxg+Z9IXIuA50M/Yp9xAOpJkaxNlhfHBuqO/MHCcf95RCJdr854opCvPeGcewjC00pysPcgwrONoqATBOy82z75B0GKk+S5EGEIcm3uCqQsSRXlE5oy0sX6/b0Kc+ePa8bbxzigIw/oKgsDitDDxeZ3zekPDzwEIEdfIcyaXGEMC0tF4PLYSiqxHvON2u61yuWwGMG0YmVfCPLFYzNYW6UbsGQwv1hb3LMlIos1m05ql7OzsWKoU98hcFItFjcdjQ3CAaFmD7Ml4PG57ejwemxEEqxuUBW8c44Ra0sgUzk8VPdIQkVHsO8KCa2tr6nQ6evny5UzdBu4ZDguKnnxskK2joyN985vf1LvvvqtMJmPefyw2yQHP5XLmuYOUkD4Z7dUcHa+lgIMg2JH0xyX9mqRfep3vfBEGSeQeOsNCY+NhLRMf9jAengNQV9QL8n1pPWzM8GQPr1Q5FrEa//l50PM8b9cr32hcj9ckmcdEPJYi5tJko66srJg17lmvCBg2LZYvcM3V1ZUJWSrplEolE7S+yhhCH8NBkik9vAkPgTK80kDgXl9fW6cXDAEfV/IxXIQXKQaU+eOH+UYJMl8+Ru+hUa4Bb4n1gKBZW1szoeabBeC9IMCZO5QHNZtjsZjNNcdF6WCJLy0tGaOVe4YMiNcNQsHnWafMjTe4mFtCMlG0ggI10sRjJkWG4WO/GA8+AyDKe5Bk5DjuC2a9r4YUi8V0fn5uOaEYNd6LpUuZ94RpWweywjyzJsjZzmQyVr3truH3LkrNN95gXQB1A2uzbjy/hDnsdrvWA5e5oisRhuSzZ8+0tLSks7MzdbtdZbNZy+Flb7Lueb4Yrezt4+NjnZ2daWlpyVIIvRGPwcE6Z0+BtkAo5DkgRzg3zog0TbX0iBbeMB47hiFrJR6PW4ezZHLSkIL2pbVazQz9y8tLS10Kw9BK2zYaDWu0E4ahwfEQ7srlshlr29vburm50c7OjuLxuIrFosrlslqtlrLZrIXdMJKB8JkPz/2Ijtf1gH9D0l+UFG0g+ReCIPgFTaDpfy8Mw/ZrHu+NGCwwhA1KyG+OTCajSqVi8Uag6sFgYAw8LHUgQISZNE1zwPtEsXgPYZ4nG2VIRz3c6Gu87pWxj+sC23mPzkOfWJ14GrCXaRfIpmHeYEWyUYiz5PP5mXkdj8eWVkCzBC/8YVZLE4Ml2l8TIecNBpQwG52B90oFHp4NAn48HltM8OrqStVq1Z7t9fW19XL1ZC7uw8PBxIg8rClNDQLmzsPZzBlKBuucnGIEJVAwrd48qYb3iQHf3NyYh8M8drtdU9QYNHjb3jj0ytQTqLyn6pEdBCWCj/MT3+VaiDdL01QR7ps0GASspJmSf9fX17bvJBkSQOjBH5+8fOq0cx7WNkavJOMbYOx5+J+9joIhzkm6ISiYR7Ki+xLjgrkGCuaZAcuzriHFDYdDizmyd2E1s0dABzAiW62WeXydTkfxeNyMOuo44/16JOji4sLinhSguLy81Pb2tu1RXpemxEfmHQPbQ+qew4GCTyanNcDZG8gz+gYPBgNls1mTo9H0slwup2QyqXq9bs05gmDCkn758qWxvPFEy+WyGfUUhRmNRnr06JE5DlT4Yg8QWtrb27NKWjyjSqViBU0gqXnEM5PJGHKEkXrXCF6FT98uoJ+T9MfCMPy3giD4KzkpygAABaNJREFUWUm/fBsD3pDUkBRK+lVJ1TAM/+yc7/+ipF+8/fdLkr7/yhP+6I2yJve5GD+8sZjjH/5YzPEPfyzm+LMZb9o83w/DsDLvjddRwP+JpD8t6UZSSpMY8N8Kw/Dn3WceSPqfwjD82qd0wT8yIwiCfxCG4U993tfxRR6LOf7hj8Uc//DHYo4/m/FFmudXZwlLCsPwV8Iw3AnD8IGkf0XS/xmG4c8HQVB1H/uXJP3eD+kaF2MxFmMxFmMxvnDjk+QB/2dBEHxTEwj6haR/81O5osVYjMVYjMVYjB+D8ZEUcBiG35L0rdu///QP4Xp+FMdvft4X8GMwFnP8wx+LOf7hj8UcfzbjCzPPHxoDXozFWIzFWIzFWIxPf3xoDHgxFmMxFmMxFmMxPv2xUMC3IwiCfzkIgu8GQTAOguCn3Ot/JAiCfxgEwT++/f2H53z37wRBsCChfcj4qHMcBMFqEAR/NwiCd2+/91c+v6t/c8bHWctBEPyB29ffD4LgrwavSl5cjFfNcSkIgr8XBEEvCIK/FvnOv3o7x98JguB/DYKg/Nlf+ZszPuYcLwVB8JtBEPzgVm78qc/+yl9/LBTwdPyepD8p6f+OvN6Q9CfCMPwJSX9G0n/r3wyC4E9K6n0mV/jmj48zx78ehuE7kn5S0h8KguCPfiZX+maPjzPPf12TfP0ntz///GdwnW/yuGuOLyX9R5J+2b8YBEFC0n8p6Z8Ow/Drkr4j6S98Btf5Jo+PNMe34y9JOg3D8G1JX5H0f/1Qr/ATjkU3pNsRhuHvSx/sqRuG4e+6f78rKRUEwXIYhsMgCNY0Kc35i5J+67O61jd1fIw5Hkj6e7efuQqC4B9J2vmMLveNHR91niUVJWXDMPx/br/330j6FyX9L5/JBb+B4xVz3Jf020EQPI58Jbj9SQdB0NSknsL7n8GlvrHjY8yxJP1ZSe/cfm6sH/GCHQsP+KONPyXpd8MwpAjzr0r6zyUNPr9L+sKN6BxLkoIgyEv6E5L+j8/lqr54w8/ztqQD997B7WuL8SmNMAyvJf15Sf9Y0pEm3tl//ble1Bds3MoISfrVIAj+URAEf/O2YuOP7Pix8oCDIPjfJW3OeesvhWH4P3zId78q6T+V9M/d/v9NSY/DMPx3byuBLYY+3Tl2ryck/feS/moYhs8+rWt9k8enPM/z4r0/9ukRn2SO5xwrqYkC/klJzyT9V5J+RdJf/qTX+SaPT3OONdFnO5L+fhiGvxQEwS9J+nVNKjn+SI4fKwUchuE/+3G+F0y6Qf1tSb8QhuHT25f/CUl/IAiCF5rM43oQBN8Kw/BnP41rfVPHpzzHjN+U9F4Yhr/xSa/vizI+5Xk+0Cy0v6OJl/ZjPT7uHN8xvnl7zKeSFATBb0n69z/F47+R41Oe46YmaOTfvv3/b0r61z7F43/qYwFBf8i4hTX+rqRfCcPw7/N6GIZ/PQzDrdsSnf+kpB/8uCvfjzvumuPb9/6ypJykf+fzuLYv0njFWj6W1A2C4A/esp9/QdJH9T4W49XjUNJXgiCgKP8f0aS/+mJ8SiOcFLX4HyX97O1L/4yk731uF/Q6I7xtHv3j/qNJPesDSUNJJ5L+t9vX/0NJfUn/n/tZj3z3gaTf+7zv4Uf956POsSaeWKiJoOL1f/3zvo8f9Z+Ps5Yl/ZQmrNOnkv6abov0LH4+2hzfvvdCUkuT7IgDSV+5ff3P3a7l72iiKEqf9338KP98zDm+rwlr+jua8EXufd738aqfRSWsxViMxViMxViMz2EsIOjFWIzFWIzFWIzPYSwU8GIsxmIsxmIsxucwFgp4MRZjMRZjMRbjcxgLBbwYi7EYi7EYi/E5jIUCXozFWIzFWIzF+BzGQgEvxmIsxmIsxmJ8DmOhgBdjMRZjMRZjMT6HsVDAi7EYi7EYi7EYn8P4/wHjMqCIVNtUHAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# open using rasterio and plot\n",
    "srtm_vrt = rasterio.open('./data/srtm_elevation/SRTM3/cache/srtm.vrt')\n",
    "f,ax = plt.subplots(figsize=(8,10))\n",
    "show(srtm_vrt, ax=ax,cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subset to target area\n",
    "ds = gdal.Open('./data/srtm_elevation/SRTM3/cache/srtm.vrt')\n",
    "ds = gdal.Translate('./data/srtm_elevation/SRTM3/cache/srtm_wa_subset.vrt', ds, projWin = [-121.855968, 48.774327, -121.796142, 48.712009])\n",
    "ds = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "srtm_12_03.tif\t     srtm_13_03.tif\t  srtm.vrt\n",
      "srtm_12_03.tif.lock  srtm_13_03.tif.lock  srtm_wa_subset.vrt\n"
     ]
    }
   ],
   "source": [
    "! ls ~/data/srtm_elevation/SRTM3/cache/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/topohack/friedrich\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f561ca748>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot target area\n",
    "srtm_wa_subset_vrt = rasterio.open('/home/jovyan/data/srtm_elevation/SRTM3/cache/srtm_wa_subset.vrt')\n",
    "f,ax = plt.subplots(figsize=(8,10))\n",
    "show(srtm_wa_subset_vrt, ax=ax,cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
